FileBase DT1_rLS_20150720_576um ElecNo 3 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 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 1 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 155465 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 155465 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8278 members Mstep: Class 2 contains 8184 members Mstep: Class 3 contains 8066 members Mstep: Class 4 contains 8117 members Mstep: Class 5 contains 8329 members Mstep: Class 6 contains 8165 members Mstep: Class 7 contains 8221 members Mstep: Class 8 contains 8106 members Mstep: Class 9 contains 8091 members Mstep: Class 10 contains 8145 members Mstep: Class 11 contains 8247 members Mstep: Class 12 contains 8338 members Mstep: Class 13 contains 8229 members Mstep: Class 14 contains 8028 members Mstep: Class 15 contains 8291 members Mstep: Class 16 contains 8039 members Mstep: Class 17 contains 8205 members Mstep: Class 18 contains 8266 members Mstep: Class 19 contains 8120 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 113.175491 but Gain 543.915039 Score: -4121540.000000 Penalty: 9790.469727 Iteration 0F: 19 clusters Score -4121540 nChanged 146485 Entering Unmasked Mstep Mstep: Class 0 contains 271 members Mstep: Class 1 contains 5978 members Mstep: Class 3 contains 6820 members Mstep: Class 4 contains 9908 members Mstep: Class 5 contains 3251 members Mstep: Class 6 contains 29622 members Mstep: Class 7 contains 13845 members Mstep: Class 8 contains 6475 members Mstep: Class 9 contains 9542 members Mstep: Class 10 contains 3803 members Mstep: Class 11 contains 6429 members Mstep: Class 12 contains 4509 members Mstep: Class 13 contains 3130 members Mstep: Class 14 contains 7532 members Mstep: Class 15 contains 7541 members Mstep: Class 16 contains 11352 members Mstep: Class 17 contains 12763 members Mstep: Class 18 contains 9761 members Mstep: Class 19 contains 2933 members Entering Unmasked Estep ConsiderDeletion Score: -4573138.500000 Penalty: 9790.469727 Iteration 1F: 19 clusters Score -4573138 nChanged 56130 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 1 contains 4339 members Mstep: Class 3 contains 10876 members Mstep: Class 4 contains 10683 members Mstep: Class 5 contains 3233 members Mstep: Class 6 contains 33500 members Mstep: Class 7 contains 14822 members Mstep: Class 8 contains 5191 members Mstep: Class 9 contains 9703 members Mstep: Class 10 contains 4828 members Mstep: Class 11 contains 6616 members Mstep: Class 12 contains 3532 members Mstep: Class 13 contains 4094 members Mstep: Class 14 contains 9990 members Mstep: Class 15 contains 5698 members Mstep: Class 16 contains 8840 members Mstep: Class 17 contains 10171 members Mstep: Class 18 contains 7399 members Mstep: Class 19 contains 1790 members Entering Unmasked Estep ConsiderDeletion Score: -4700483.000000 Penalty: 9790.469727 Iteration 2F: 19 clusters Score -4700483 nChanged 40353 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 3806 members Mstep: Class 3 contains 17016 members Mstep: Class 4 contains 14425 members Mstep: Class 5 contains 3343 members Mstep: Class 6 contains 27059 members Mstep: Class 7 contains 15500 members Mstep: Class 8 contains 4657 members Mstep: Class 9 contains 9609 members Mstep: Class 10 contains 5697 members Mstep: Class 11 contains 6538 members Mstep: Class 12 contains 2679 members Mstep: Class 13 contains 4922 members Mstep: Class 14 contains 14113 members Mstep: Class 15 contains 3926 members Mstep: Class 16 contains 6827 members Mstep: Class 17 contains 6834 members Mstep: Class 18 contains 7008 members Mstep: Class 19 contains 1390 members Entering Unmasked Estep ConsiderDeletion Score: -4781316.500000 Penalty: 9790.469727 Iteration 3F: 19 clusters Score -4781316 nChanged 29501 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 4685 members Mstep: Class 3 contains 22309 members Mstep: Class 4 contains 17400 members Mstep: Class 5 contains 3398 members Mstep: Class 6 contains 20118 members Mstep: Class 7 contains 15075 members Mstep: Class 8 contains 3878 members Mstep: Class 9 contains 9251 members Mstep: Class 10 contains 5998 members Mstep: Class 11 contains 8130 members Mstep: Class 12 contains 1805 members Mstep: Class 13 contains 4874 members Mstep: Class 14 contains 17298 members Mstep: Class 15 contains 2813 members Mstep: Class 16 contains 5410 members Mstep: Class 17 contains 4544 members Mstep: Class 18 contains 7209 members Mstep: Class 19 contains 1166 members Entering Unmasked Estep ConsiderDeletion Score: -4830277.000000 Penalty: 9790.469727 Iteration 4F: 19 clusters Score -4830277 nChanged 19272 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 6113 members Mstep: Class 3 contains 26296 members Mstep: Class 4 contains 18843 members Mstep: Class 5 contains 3470 members Mstep: Class 6 contains 17849 members Mstep: Class 7 contains 14241 members Mstep: Class 8 contains 3206 members Mstep: Class 9 contains 8744 members Mstep: Class 10 contains 5624 members Mstep: Class 11 contains 9195 members Mstep: Class 12 contains 1156 members Mstep: Class 13 contains 4338 members Mstep: Class 14 contains 17644 members Mstep: Class 15 contains 2112 members Mstep: Class 16 contains 4506 members Mstep: Class 17 contains 3320 members Mstep: Class 18 contains 7497 members Mstep: Class 19 contains 1226 members Entering Unmasked Estep ConsiderDeletion Score: -4861609.000000 Penalty: 9790.469727 Iteration 5F: 19 clusters Score -4861609 nChanged 13922 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 7602 members Mstep: Class 3 contains 29000 members Mstep: Class 4 contains 19633 members Mstep: Class 5 contains 3552 members Mstep: Class 6 contains 16332 members Mstep: Class 7 contains 13651 members Mstep: Class 8 contains 2829 members Mstep: Class 9 contains 9022 members Mstep: Class 10 contains 4971 members Mstep: Class 11 contains 9836 members Mstep: Class 12 contains 800 members Mstep: Class 13 contains 3778 members Mstep: Class 14 contains 17452 members Mstep: Class 15 contains 1626 members Mstep: Class 16 contains 3905 members Mstep: Class 17 contains 2344 members Mstep: Class 18 contains 7690 members Mstep: Class 19 contains 1369 members Entering Unmasked Estep ConsiderDeletion Score: -4883823.000000 Penalty: 9790.469727 Iteration 6F: 19 clusters Score -4883823 nChanged 10056 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 8542 members Mstep: Class 3 contains 30539 members Mstep: Class 4 contains 19912 members Mstep: Class 5 contains 3627 members Mstep: Class 6 contains 14560 members Mstep: Class 7 contains 13262 members Mstep: Class 8 contains 2644 members Mstep: Class 9 contains 9284 members Mstep: Class 10 contains 4267 members Mstep: Class 11 contains 10426 members Mstep: Class 12 contains 876 members Mstep: Class 13 contains 3473 members Mstep: Class 14 contains 18292 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3504 members Mstep: Class 17 contains 1638 members Mstep: Class 18 contains 7722 members Mstep: Class 19 contains 1488 members Entering Unmasked Estep ConsiderDeletion Score: -4895925.000000 Penalty: 9790.469727 Iteration 7F: 19 clusters Score -4895925 nChanged 7828 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 9113 members Mstep: Class 3 contains 31394 members Mstep: Class 4 contains 19896 members Mstep: Class 5 contains 3746 members Mstep: Class 6 contains 12823 members Mstep: Class 7 contains 12920 members Mstep: Class 8 contains 2489 members Mstep: Class 9 contains 9405 members Mstep: Class 10 contains 3731 members Mstep: Class 11 contains 11095 members Mstep: Class 12 contains 1169 members Mstep: Class 13 contains 3326 members Mstep: Class 14 contains 19278 members Mstep: Class 15 contains 1223 members Mstep: Class 16 contains 3211 members Mstep: Class 17 contains 1200 members Mstep: Class 18 contains 7753 members Mstep: Class 19 contains 1632 members Entering Unmasked Estep ConsiderDeletion Score: -4901951.000000 Penalty: 9790.469727 Iteration 8F: 19 clusters Score -4901951 nChanged 6161 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 9527 members Mstep: Class 3 contains 32144 members Mstep: Class 4 contains 19788 members Mstep: Class 5 contains 3896 members Mstep: Class 6 contains 11215 members Mstep: Class 7 contains 12623 members Mstep: Class 8 contains 2390 members Mstep: Class 9 contains 9450 members Mstep: Class 10 contains 3272 members Mstep: Class 11 contains 11590 members Mstep: Class 12 contains 1446 members Mstep: Class 13 contains 3189 members Mstep: Class 14 contains 20264 members Mstep: Class 15 contains 1238 members Mstep: Class 16 contains 2921 members Mstep: Class 17 contains 941 members Mstep: Class 18 contains 7724 members Mstep: Class 19 contains 1790 members Entering Unmasked Estep ConsiderDeletion Score: -4905717.500000 Penalty: 9790.469727 Iteration 9Q: 19 clusters Score -4905718 nChanged 5120 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 9769 members Mstep: Class 3 contains 32878 members Mstep: Class 4 contains 19641 members Mstep: Class 5 contains 4053 members Mstep: Class 6 contains 9669 members Mstep: Class 7 contains 12365 members Mstep: Class 8 contains 2268 members Mstep: Class 9 contains 9475 members Mstep: Class 10 contains 2894 members Mstep: Class 11 contains 11910 members Mstep: Class 12 contains 1612 members Mstep: Class 13 contains 3049 members Mstep: Class 14 contains 21368 members Mstep: Class 15 contains 1260 members Mstep: Class 16 contains 2700 members Mstep: Class 17 contains 856 members Mstep: Class 18 contains 7663 members Mstep: Class 19 contains 1982 members Entering Unmasked Estep ConsiderDeletion Score: -4908521.500000 Penalty: 9790.469727 Iteration 10Q: 19 clusters Score -4908522 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 9905 members Mstep: Class 3 contains 33605 members Mstep: Class 4 contains 19439 members Mstep: Class 5 contains 4185 members Mstep: Class 6 contains 8154 members Mstep: Class 7 contains 12161 members Mstep: Class 8 contains 2168 members Mstep: Class 9 contains 9480 members Mstep: Class 10 contains 2588 members Mstep: Class 11 contains 12094 members Mstep: Class 12 contains 1690 members Mstep: Class 13 contains 2901 members Mstep: Class 14 contains 22576 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 2524 members Mstep: Class 17 contains 856 members Mstep: Class 18 contains 7615 members Mstep: Class 19 contains 2152 members Entering Unmasked Estep ConsiderDeletion Score: -4910932.500000 Penalty: 9790.469727 Iteration 11Q: 19 clusters Score -4910932 nChanged 4062 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 9919 members Mstep: Class 3 contains 34208 members Mstep: Class 4 contains 19213 members Mstep: Class 5 contains 4271 members Mstep: Class 6 contains 6734 members Mstep: Class 7 contains 11968 members Mstep: Class 8 contains 2099 members Mstep: Class 9 contains 9486 members Mstep: Class 10 contains 2341 members Mstep: Class 11 contains 12205 members Mstep: Class 12 contains 1728 members Mstep: Class 13 contains 2810 members Mstep: Class 14 contains 23769 members Mstep: Class 15 contains 1433 members Mstep: Class 16 contains 2422 members Mstep: Class 17 contains 865 members Mstep: Class 18 contains 7605 members Mstep: Class 19 contains 2343 members Entering Unmasked Estep ConsiderDeletion Score: -4912939.500000 Penalty: 9790.469727 Iteration 12Q: 19 clusters Score -4912940 nChanged 3566 Entering Unmasked Mstep Mstep: Class 0 contains 44 members Mstep: Class 1 contains 9853 members Mstep: Class 3 contains 34720 members Mstep: Class 4 contains 18983 members Mstep: Class 5 contains 4325 members Mstep: Class 6 contains 5460 members Mstep: Class 7 contains 11825 members Mstep: Class 8 contains 2040 members Mstep: Class 9 contains 9488 members Mstep: Class 10 contains 2126 members Mstep: Class 11 contains 12258 members Mstep: Class 12 contains 1767 members Mstep: Class 13 contains 2732 members Mstep: Class 14 contains 24891 members Mstep: Class 15 contains 1531 members Mstep: Class 16 contains 2370 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 7658 members Mstep: Class 19 contains 2531 members Entering Unmasked Estep ConsiderDeletion Score: -4914649.500000 Penalty: 9790.469727 Iteration 13Q: 19 clusters Score -4914650 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 9697 members Mstep: Class 3 contains 35163 members Mstep: Class 4 contains 18739 members Mstep: Class 5 contains 4346 members Mstep: Class 6 contains 4350 members Mstep: Class 7 contains 11726 members Mstep: Class 8 contains 1994 members Mstep: Class 9 contains 9491 members Mstep: Class 10 contains 1964 members Mstep: Class 11 contains 12288 members Mstep: Class 12 contains 1783 members Mstep: Class 13 contains 2728 members Mstep: Class 14 contains 25920 members Mstep: Class 15 contains 1584 members Mstep: Class 16 contains 2335 members Mstep: Class 17 contains 840 members Mstep: Class 18 contains 7756 members Mstep: Class 19 contains 2718 members Entering Unmasked Estep ConsiderDeletion Score: -4916122.000000 Penalty: 9790.469727 Iteration 14Q: 19 clusters Score -4916122 nChanged 2867 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 9494 members Mstep: Class 3 contains 35561 members Mstep: Class 4 contains 18428 members Mstep: Class 5 contains 4359 members Mstep: Class 6 contains 3410 members Mstep: Class 7 contains 11671 members Mstep: Class 8 contains 1959 members Mstep: Class 9 contains 9499 members Mstep: Class 10 contains 1830 members Mstep: Class 11 contains 12317 members Mstep: Class 12 contains 1781 members Mstep: Class 13 contains 2768 members Mstep: Class 14 contains 26838 members Mstep: Class 15 contains 1623 members Mstep: Class 16 contains 2314 members Mstep: Class 17 contains 823 members Mstep: Class 18 contains 7864 members Mstep: Class 19 contains 2883 members Entering Unmasked Estep ConsiderDeletion Score: -4917400.000000 Penalty: 9790.469727 Iteration 15Q: 19 clusters Score -4917400 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 9223 members Mstep: Class 3 contains 35982 members Mstep: Class 4 contains 18042 members Mstep: Class 5 contains 4392 members Mstep: Class 6 contains 2616 members Mstep: Class 7 contains 11639 members Mstep: Class 8 contains 1941 members Mstep: Class 9 contains 9504 members Mstep: Class 10 contains 1710 members Mstep: Class 11 contains 12324 members Mstep: Class 12 contains 1800 members Mstep: Class 13 contains 2789 members Mstep: Class 14 contains 27641 members Mstep: Class 15 contains 1639 members Mstep: Class 16 contains 2300 members Mstep: Class 17 contains 800 members Mstep: Class 18 contains 8010 members Mstep: Class 19 contains 3070 members Entering Unmasked Estep ConsiderDeletion Score: -4918666.500000 Penalty: 9790.469727 Iteration 16Q: 19 clusters Score -4918666 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 8935 members Mstep: Class 3 contains 36337 members Mstep: Class 4 contains 17619 members Mstep: Class 5 contains 4443 members Mstep: Class 6 contains 2036 members Mstep: Class 7 contains 11636 members Mstep: Class 8 contains 1928 members Mstep: Class 9 contains 9507 members Mstep: Class 10 contains 1627 members Mstep: Class 11 contains 12309 members Mstep: Class 12 contains 1807 members Mstep: Class 13 contains 2793 members Mstep: Class 14 contains 28304 members Mstep: Class 15 contains 1618 members Mstep: Class 16 contains 2282 members Mstep: Class 17 contains 787 members Mstep: Class 18 contains 8180 members Mstep: Class 19 contains 3274 members Entering Unmasked Estep ConsiderDeletion Score: -4919746.500000 Penalty: 9790.469727 Iteration 17Q: 19 clusters Score -4919746 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 8675 members Mstep: Class 3 contains 36606 members Mstep: Class 4 contains 17197 members Mstep: Class 5 contains 4504 members Mstep: Class 6 contains 1587 members Mstep: Class 7 contains 11641 members Mstep: Class 8 contains 1917 members Mstep: Class 9 contains 9507 members Mstep: Class 10 contains 1555 members Mstep: Class 11 contains 12314 members Mstep: Class 12 contains 1818 members Mstep: Class 13 contains 2798 members Mstep: Class 14 contains 28816 members Mstep: Class 15 contains 1593 members Mstep: Class 16 contains 2270 members Mstep: Class 17 contains 775 members Mstep: Class 18 contains 8341 members Mstep: Class 19 contains 3508 members Entering Unmasked Estep ConsiderDeletion Score: -4920599.000000 Penalty: 9790.469727 Iteration 18Q: 19 clusters Score -4920599 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 8475 members Mstep: Class 3 contains 36793 members Mstep: Class 4 contains 16736 members Mstep: Class 5 contains 4561 members Mstep: Class 6 contains 1290 members Mstep: Class 7 contains 11679 members Mstep: Class 8 contains 1927 members Mstep: Class 9 contains 9508 members Mstep: Class 10 contains 1472 members Mstep: Class 11 contains 12330 members Mstep: Class 12 contains 1838 members Mstep: Class 13 contains 2803 members Mstep: Class 14 contains 29171 members Mstep: Class 15 contains 1554 members Mstep: Class 16 contains 2262 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 8499 members Mstep: Class 19 contains 3766 members Entering Unmasked Estep ConsiderDeletion Score: -4921304.500000 Penalty: 9790.469727 Iteration 19Q: 19 clusters Score -4921304 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 8285 members Mstep: Class 3 contains 36888 members Mstep: Class 4 contains 16311 members Mstep: Class 5 contains 4634 members Mstep: Class 6 contains 1060 members Mstep: Class 7 contains 11729 members Mstep: Class 8 contains 1952 members Mstep: Class 9 contains 9508 members Mstep: Class 10 contains 1398 members Mstep: Class 11 contains 12348 members Mstep: Class 12 contains 1858 members Mstep: Class 13 contains 2799 members Mstep: Class 14 contains 29449 members Mstep: Class 15 contains 1523 members Mstep: Class 16 contains 2253 members Mstep: Class 17 contains 743 members Mstep: Class 18 contains 8643 members Mstep: Class 19 contains 4041 members Entering Unmasked Estep ConsiderDeletion Score: -4922035.000000 Penalty: 9790.469727 Iteration 20F: 19 clusters Score -4922035 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 8112 members Mstep: Class 3 contains 36889 members Mstep: Class 4 contains 15936 members Mstep: Class 5 contains 4706 members Mstep: Class 6 contains 913 members Mstep: Class 7 contains 11761 members Mstep: Class 8 contains 1968 members Mstep: Class 9 contains 9509 members Mstep: Class 10 contains 1331 members Mstep: Class 11 contains 12365 members Mstep: Class 12 contains 1869 members Mstep: Class 13 contains 2784 members Mstep: Class 14 contains 29647 members Mstep: Class 15 contains 1499 members Mstep: Class 16 contains 2226 members Mstep: Class 17 contains 764 members Mstep: Class 18 contains 8791 members Mstep: Class 19 contains 4356 members Entering Unmasked Estep ConsiderDeletion Score: -4922631.500000 Penalty: 9790.469727 Iteration 21Q: 19 clusters Score -4922632 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7958 members Mstep: Class 3 contains 36818 members Mstep: Class 4 contains 15614 members Mstep: Class 5 contains 4793 members Mstep: Class 6 contains 815 members Mstep: Class 7 contains 11769 members Mstep: Class 8 contains 1998 members Mstep: Class 9 contains 9506 members Mstep: Class 10 contains 1263 members Mstep: Class 11 contains 12402 members Mstep: Class 12 contains 1884 members Mstep: Class 13 contains 2764 members Mstep: Class 14 contains 29784 members Mstep: Class 15 contains 1476 members Mstep: Class 16 contains 2204 members Mstep: Class 17 contains 756 members Mstep: Class 18 contains 8942 members Mstep: Class 19 contains 4681 members Entering Unmasked Estep ConsiderDeletion Score: -4923143.500000 Penalty: 9790.469727 Iteration 22Q: 19 clusters Score -4923144 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7814 members Mstep: Class 3 contains 36638 members Mstep: Class 4 contains 15356 members Mstep: Class 5 contains 4883 members Mstep: Class 6 contains 752 members Mstep: Class 7 contains 11763 members Mstep: Class 8 contains 2046 members Mstep: Class 9 contains 9500 members Mstep: Class 10 contains 1183 members Mstep: Class 11 contains 12465 members Mstep: Class 12 contains 1896 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 29870 members Mstep: Class 15 contains 1453 members Mstep: Class 16 contains 2181 members Mstep: Class 17 contains 758 members Mstep: Class 18 contains 9086 members Mstep: Class 19 contains 5035 members Entering Unmasked Estep ConsiderDeletion Score: -4923560.000000 Penalty: 9790.469727 Iteration 23Q: 19 clusters Score -4923560 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7687 members Mstep: Class 3 contains 36365 members Mstep: Class 4 contains 15142 members Mstep: Class 5 contains 4967 members Mstep: Class 6 contains 711 members Mstep: Class 7 contains 11753 members Mstep: Class 8 contains 2091 members Mstep: Class 9 contains 9498 members Mstep: Class 10 contains 1124 members Mstep: Class 11 contains 12503 members Mstep: Class 12 contains 1926 members Mstep: Class 13 contains 2748 members Mstep: Class 14 contains 29943 members Mstep: Class 15 contains 1423 members Mstep: Class 16 contains 2164 members Mstep: Class 17 contains 760 members Mstep: Class 18 contains 9235 members Mstep: Class 19 contains 5387 members Entering Unmasked Estep ConsiderDeletion Score: -4923907.000000 Penalty: 9790.469727 Iteration 24Q: 19 clusters Score -4923907 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7582 members Mstep: Class 3 contains 36059 members Mstep: Class 4 contains 14968 members Mstep: Class 5 contains 5046 members Mstep: Class 6 contains 681 members Mstep: Class 7 contains 11760 members Mstep: Class 8 contains 2138 members Mstep: Class 9 contains 9494 members Mstep: Class 10 contains 1077 members Mstep: Class 11 contains 12522 members Mstep: Class 12 contains 1971 members Mstep: Class 13 contains 2744 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 1401 members Mstep: Class 16 contains 2144 members Mstep: Class 17 contains 760 members Mstep: Class 18 contains 9372 members Mstep: Class 19 contains 5715 members Entering Unmasked Estep ConsiderDeletion Score: -4924252.000000 Penalty: 9790.469727 Iteration 25Q: 19 clusters Score -4924252 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7474 members Mstep: Class 3 contains 35724 members Mstep: Class 4 contains 14836 members Mstep: Class 5 contains 5122 members Mstep: Class 6 contains 672 members Mstep: Class 7 contains 11769 members Mstep: Class 8 contains 2173 members Mstep: Class 9 contains 9491 members Mstep: Class 10 contains 1024 members Mstep: Class 11 contains 12540 members Mstep: Class 12 contains 2013 members Mstep: Class 13 contains 2754 members Mstep: Class 14 contains 30020 members Mstep: Class 15 contains 1377 members Mstep: Class 16 contains 2130 members Mstep: Class 17 contains 766 members Mstep: Class 18 contains 9473 members Mstep: Class 19 contains 6069 members Entering Unmasked Estep ConsiderDeletion Score: -4924568.000000 Penalty: 9790.469727 Iteration 26Q: 19 clusters Score -4924568 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7367 members Mstep: Class 3 contains 35387 members Mstep: Class 4 contains 14738 members Mstep: Class 5 contains 5207 members Mstep: Class 6 contains 669 members Mstep: Class 7 contains 11768 members Mstep: Class 8 contains 2205 members Mstep: Class 9 contains 9485 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 12545 members Mstep: Class 12 contains 2051 members Mstep: Class 13 contains 2755 members Mstep: Class 14 contains 30032 members Mstep: Class 15 contains 1351 members Mstep: Class 16 contains 2118 members Mstep: Class 17 contains 769 members Mstep: Class 18 contains 9565 members Mstep: Class 19 contains 6434 members Entering Unmasked Estep ConsiderDeletion Score: -4924851.000000 Penalty: 9790.469727 Iteration 27Q: 19 clusters Score -4924851 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7267 members Mstep: Class 3 contains 34968 members Mstep: Class 4 contains 14653 members Mstep: Class 5 contains 5284 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 11755 members Mstep: Class 8 contains 2237 members Mstep: Class 9 contains 9482 members Mstep: Class 10 contains 944 members Mstep: Class 11 contains 12538 members Mstep: Class 12 contains 2086 members Mstep: Class 13 contains 2772 members Mstep: Class 14 contains 30044 members Mstep: Class 15 contains 1330 members Mstep: Class 16 contains 2113 members Mstep: Class 17 contains 773 members Mstep: Class 18 contains 9704 members Mstep: Class 19 contains 6819 members Entering Unmasked Estep ConsiderDeletion Score: -4925122.500000 Penalty: 9790.469727 Iteration 28Q: 19 clusters Score -4925122 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7178 members Mstep: Class 3 contains 34538 members Mstep: Class 4 contains 14572 members Mstep: Class 5 contains 5371 members Mstep: Class 6 contains 653 members Mstep: Class 7 contains 11748 members Mstep: Class 8 contains 2272 members Mstep: Class 9 contains 9482 members Mstep: Class 10 contains 923 members Mstep: Class 11 contains 12526 members Mstep: Class 12 contains 2103 members Mstep: Class 13 contains 2785 members Mstep: Class 14 contains 30059 members Mstep: Class 15 contains 1309 members Mstep: Class 16 contains 2103 members Mstep: Class 17 contains 777 members Mstep: Class 18 contains 9808 members Mstep: Class 19 contains 7220 members Entering Unmasked Estep ConsiderDeletion Score: -4925411.500000 Penalty: 9790.469727 Iteration 29Q: 19 clusters Score -4925412 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7087 members Mstep: Class 3 contains 34094 members Mstep: Class 4 contains 14487 members Mstep: Class 5 contains 5462 members Mstep: Class 6 contains 657 members Mstep: Class 7 contains 11731 members Mstep: Class 8 contains 2294 members Mstep: Class 9 contains 9490 members Mstep: Class 10 contains 929 members Mstep: Class 11 contains 12518 members Mstep: Class 12 contains 2131 members Mstep: Class 13 contains 2788 members Mstep: Class 14 contains 30061 members Mstep: Class 15 contains 1282 members Mstep: Class 16 contains 2092 members Mstep: Class 17 contains 781 members Mstep: Class 18 contains 9905 members Mstep: Class 19 contains 7638 members Entering Unmasked Estep ConsiderDeletion Score: -4925632.500000 Penalty: 9790.469727 Iteration 30Q: 19 clusters Score -4925632 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 7012 members Mstep: Class 3 contains 33593 members Mstep: Class 4 contains 14419 members Mstep: Class 5 contains 5548 members Mstep: Class 6 contains 657 members Mstep: Class 7 contains 11712 members Mstep: Class 8 contains 2317 members Mstep: Class 9 contains 9503 members Mstep: Class 10 contains 937 members Mstep: Class 11 contains 12490 members Mstep: Class 12 contains 2146 members Mstep: Class 13 contains 2797 members Mstep: Class 14 contains 30066 members Mstep: Class 15 contains 1260 members Mstep: Class 16 contains 2093 members Mstep: Class 17 contains 785 members Mstep: Class 18 contains 9982 members Mstep: Class 19 contains 8110 members Entering Unmasked Estep ConsiderDeletion Score: -4925858.500000 Penalty: 9790.469727 Iteration 31Q: 19 clusters Score -4925858 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 6959 members Mstep: Class 3 contains 33133 members Mstep: Class 4 contains 14352 members Mstep: Class 5 contains 5625 members Mstep: Class 6 contains 651 members Mstep: Class 7 contains 11691 members Mstep: Class 8 contains 2328 members Mstep: Class 9 contains 9508 members Mstep: Class 10 contains 948 members Mstep: Class 11 contains 12459 members Mstep: Class 12 contains 2172 members Mstep: Class 13 contains 2819 members Mstep: Class 14 contains 30069 members Mstep: Class 15 contains 1240 members Mstep: Class 16 contains 2085 members Mstep: Class 17 contains 786 members Mstep: Class 18 contains 10044 members Mstep: Class 19 contains 8557 members Entering Unmasked Estep ConsiderDeletion Score: -4926068.000000 Penalty: 9790.469727 Iteration 32Q: 19 clusters Score -4926068 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 6900 members Mstep: Class 3 contains 32670 members Mstep: Class 4 contains 14288 members Mstep: Class 5 contains 5689 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 11676 members Mstep: Class 8 contains 2336 members Mstep: Class 9 contains 9511 members Mstep: Class 10 contains 952 members Mstep: Class 11 contains 12425 members Mstep: Class 12 contains 2191 members Mstep: Class 13 contains 2840 members Mstep: Class 14 contains 30074 members Mstep: Class 15 contains 1224 members Mstep: Class 16 contains 2089 members Mstep: Class 17 contains 788 members Mstep: Class 18 contains 10090 members Mstep: Class 19 contains 9039 members Entering Unmasked Estep ConsiderDeletion Score: -4926281.000000 Penalty: 9790.469727 Iteration 33Q: 19 clusters Score -4926281 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 6850 members Mstep: Class 3 contains 32165 members Mstep: Class 4 contains 14237 members Mstep: Class 5 contains 5759 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11664 members Mstep: Class 8 contains 2349 members Mstep: Class 9 contains 9514 members Mstep: Class 10 contains 969 members Mstep: Class 11 contains 12384 members Mstep: Class 12 contains 2211 members Mstep: Class 13 contains 2859 members Mstep: Class 14 contains 30074 members Mstep: Class 15 contains 1209 members Mstep: Class 16 contains 2080 members Mstep: Class 17 contains 789 members Mstep: Class 18 contains 10129 members Mstep: Class 19 contains 9541 members Entering Unmasked Estep ConsiderDeletion Score: -4926451.000000 Penalty: 9790.469727 Iteration 34Q: 19 clusters Score -4926451 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6799 members Mstep: Class 3 contains 31653 members Mstep: Class 4 contains 14196 members Mstep: Class 5 contains 5846 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11646 members Mstep: Class 8 contains 2365 members Mstep: Class 9 contains 9517 members Mstep: Class 10 contains 970 members Mstep: Class 11 contains 12350 members Mstep: Class 12 contains 2236 members Mstep: Class 13 contains 2883 members Mstep: Class 14 contains 30074 members Mstep: Class 15 contains 1187 members Mstep: Class 16 contains 2073 members Mstep: Class 17 contains 788 members Mstep: Class 18 contains 10151 members Mstep: Class 19 contains 10048 members Entering Unmasked Estep ConsiderDeletion Score: -4926685.000000 Penalty: 9790.469727 Iteration 35Q: 19 clusters Score -4926685 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6758 members Mstep: Class 3 contains 31125 members Mstep: Class 4 contains 14167 members Mstep: Class 5 contains 5929 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11632 members Mstep: Class 8 contains 2378 members Mstep: Class 9 contains 9518 members Mstep: Class 10 contains 977 members Mstep: Class 11 contains 12306 members Mstep: Class 12 contains 2262 members Mstep: Class 13 contains 2924 members Mstep: Class 14 contains 30081 members Mstep: Class 15 contains 1156 members Mstep: Class 16 contains 2068 members Mstep: Class 17 contains 790 members Mstep: Class 18 contains 10172 members Mstep: Class 19 contains 10539 members Entering Unmasked Estep ConsiderDeletion Score: -4926855.500000 Penalty: 9790.469727 Iteration 36Q: 19 clusters Score -4926856 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6734 members Mstep: Class 3 contains 30654 members Mstep: Class 4 contains 14142 members Mstep: Class 5 contains 6015 members Mstep: Class 6 contains 645 members Mstep: Class 7 contains 11614 members Mstep: Class 8 contains 2391 members Mstep: Class 9 contains 9520 members Mstep: Class 10 contains 979 members Mstep: Class 11 contains 12264 members Mstep: Class 12 contains 2289 members Mstep: Class 13 contains 2957 members Mstep: Class 14 contains 30082 members Mstep: Class 15 contains 1131 members Mstep: Class 16 contains 2062 members Mstep: Class 17 contains 793 members Mstep: Class 18 contains 10143 members Mstep: Class 19 contains 11010 members Entering Unmasked Estep ConsiderDeletion Score: -4926976.500000 Penalty: 9790.469727 Iteration 37Q: 19 clusters Score -4926976 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6709 members Mstep: Class 3 contains 30193 members Mstep: Class 4 contains 14110 members Mstep: Class 5 contains 6121 members Mstep: Class 6 contains 642 members Mstep: Class 7 contains 11596 members Mstep: Class 8 contains 2402 members Mstep: Class 9 contains 9521 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 12220 members Mstep: Class 12 contains 2331 members Mstep: Class 13 contains 2997 members Mstep: Class 14 contains 30087 members Mstep: Class 15 contains 1100 members Mstep: Class 16 contains 2051 members Mstep: Class 17 contains 797 members Mstep: Class 18 contains 10099 members Mstep: Class 19 contains 11467 members Entering Unmasked Estep ConsiderDeletion Score: -4927164.000000 Penalty: 9790.469727 Iteration 38Q: 19 clusters Score -4927164 nChanged 917 Entering ConstructFrom: Score: -4927164.000000 Penalty: 9790.469727 Entering ConstructFrom: Trying to split cluster 1 (6683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Entering Unmasked Estep Score: -223097.718750 Penalty: 400.733185 Iteration 0F: 2 clusters Score -223097.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -218573.875000 Penalty: 801.466370 Iteration 0F: 3 clusters Score -218573.9 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -220328.187500 Penalty: 801.466370 Iteration 1F: 3 clusters Score -220328.2 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -220673.484375 Penalty: 801.466370 Iteration 2F: 3 clusters Score -220673.5 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -221071.468750 Penalty: 801.466370 Iteration 3F: 3 clusters Score -221071.5 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -221492.000000 Penalty: 801.466370 Iteration 4F: 3 clusters Score -221492 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -221859.890625 Penalty: 801.466370 Iteration 5F: 3 clusters Score -221859.9 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -222124.125000 Penalty: 801.466370 Iteration 6F: 3 clusters Score -222124.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -222279.015625 Penalty: 801.466370 Iteration 7Q: 3 clusters Score -222279 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -222380.515625 Penalty: 801.466370 Iteration 8Q: 3 clusters Score -222380.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -222454.859375 Penalty: 801.466370 Iteration 9Q: 3 clusters Score -222454.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5591 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -222511.453125 Penalty: 801.466370 Iteration 10Q: 3 clusters Score -222511.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -222562.984375 Penalty: 801.466370 Iteration 11Q: 3 clusters Score -222563 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -222605.265625 Penalty: 801.466370 Iteration 12Q: 3 clusters Score -222605.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -222639.468750 Penalty: 801.466370 Iteration 13Q: 3 clusters Score -222639.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -222659.015625 Penalty: 801.466370 Iteration 14Q: 3 clusters Score -222659 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -222674.031250 Penalty: 801.466370 Iteration 15Q: 3 clusters Score -222674 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -222694.562500 Penalty: 801.466370 Iteration 16Q: 3 clusters Score -222694.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -222717.312500 Penalty: 801.466370 Iteration 17Q: 3 clusters Score -222717.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -222733.593750 Penalty: 801.466370 Iteration 18Q: 3 clusters Score -222733.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -222742.312500 Penalty: 801.466370 Iteration 19Q: 3 clusters Score -222742.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -222752.031250 Penalty: 801.466370 Iteration 20F: 3 clusters Score -222752 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -222762.187500 Penalty: 801.466370 Iteration 21Q: 3 clusters Score -222762.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -222771.281250 Penalty: 801.466370 Iteration 22Q: 3 clusters Score -222771.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -222774.734375 Penalty: 801.466370 Iteration 23Q: 3 clusters Score -222774.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -222777.906250 Penalty: 801.466370 Iteration 24Q: 3 clusters Score -222777.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -222780.125000 Penalty: 801.466370 Iteration 25Q: 3 clusters Score -222780.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -222780.718750 Penalty: 801.466370 Iteration 26Q: 3 clusters Score -222780.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -222781.046875 Penalty: 801.466370 Iteration 27Q: 3 clusters Score -222781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -222781.671875 Penalty: 801.466370 Iteration 28Q: 3 clusters Score -222781.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -222782.375000 Penalty: 801.466370 Iteration 29Q: 3 clusters Score -222782.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -222782.843750 Penalty: 801.466370 Iteration 30Q: 3 clusters Score -222782.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -222785.625000 Penalty: 801.466370 Iteration 31Q: 3 clusters Score -222785.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -222787.500000 Penalty: 801.466370 Iteration 32Q: 3 clusters Score -222787.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -222787.718750 Penalty: 801.466370 Iteration 33Q: 3 clusters Score -222787.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -222788.578125 Penalty: 801.466370 Iteration 34Q: 3 clusters Score -222788.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -222789.531250 Penalty: 801.466370 Iteration 35Q: 3 clusters Score -222789.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -222793.203125 Penalty: 801.466370 Iteration 36Q: 3 clusters Score -222793.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -222795.500000 Penalty: 801.466370 Iteration 37Q: 3 clusters Score -222795.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -222797.062500 Penalty: 801.466370 Iteration 38Q: 3 clusters Score -222797.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -222797.171875 Penalty: 801.466370 Iteration 39Q: 3 clusters Score -222797.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -222797.140625 Penalty: 801.466370 Iteration 40F: 3 clusters Score -222797.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (29754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29754 members Entering Unmasked Estep Score: -943037.250000 Penalty: 468.682739 Iteration 0F: 2 clusters Score -943037.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14824 members Mstep: Class 2 contains 14930 members Entering Unmasked Estep Score: -923148.375000 Penalty: 937.365479 Iteration 0F: 3 clusters Score -923148.4 nChanged 14297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13889 members Mstep: Class 2 contains 15865 members Entering Unmasked Estep Score: -931809.875000 Penalty: 937.365479 Iteration 1F: 3 clusters Score -931809.9 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -932394.312500 Penalty: 937.365479 Iteration 2Q: 3 clusters Score -932394.3 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12731 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -933161.687500 Penalty: 937.365479 Iteration 3F: 3 clusters Score -933161.7 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11920 members Mstep: Class 2 contains 17834 members Entering Unmasked Estep Score: -934050.625000 Penalty: 937.365479 Iteration 4F: 3 clusters Score -934050.6 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 18778 members Entering Unmasked Estep Score: -935041.312500 Penalty: 937.365479 Iteration 5F: 3 clusters Score -935041.3 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 19899 members Entering Unmasked Estep Score: -936119.687500 Penalty: 937.365479 Iteration 6F: 3 clusters Score -936119.7 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -937211.937500 Penalty: 937.365479 Iteration 7F: 3 clusters Score -937211.9 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -938245.062500 Penalty: 937.365479 Iteration 8Q: 3 clusters Score -938245.1 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 23343 members Entering Unmasked Estep Score: -939233.750000 Penalty: 937.365479 Iteration 9Q: 3 clusters Score -939233.8 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 24260 members Entering Unmasked Estep Score: -940171.500000 Penalty: 937.365479 Iteration 10Q: 3 clusters Score -940171.5 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 24941 members Entering Unmasked Estep Score: -941342.437500 Penalty: 937.365479 Iteration 11Q: 3 clusters Score -941342.4 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 25328 members Entering Unmasked Estep Score: -942960.250000 Penalty: 937.365479 Iteration 12Q: 3 clusters Score -942960.2 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 25119 members Entering Unmasked Estep Score: -943829.625000 Penalty: 937.365479 Iteration 13Q: 3 clusters Score -943829.6 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 24622 members Entering Unmasked Estep Score: -944426.187500 Penalty: 937.365479 Iteration 14Q: 3 clusters Score -944426.2 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -945066.500000 Penalty: 937.365479 Iteration 15Q: 3 clusters Score -945066.5 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -945708.812500 Penalty: 937.365479 Iteration 16Q: 3 clusters Score -945708.8 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 22244 members Entering Unmasked Estep Score: -946388.375000 Penalty: 937.365479 Iteration 17Q: 3 clusters Score -946388.4 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8465 members Mstep: Class 2 contains 21289 members Entering Unmasked Estep Score: -947047.375000 Penalty: 937.365479 Iteration 18Q: 3 clusters Score -947047.4 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 20265 members Entering Unmasked Estep Score: -947686.312500 Penalty: 937.365479 Iteration 19Q: 3 clusters Score -947686.3 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 19404 members Entering Unmasked Estep Score: -948443.437500 Penalty: 937.365479 Iteration 20F: 3 clusters Score -948443.4 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 18210 members Entering Unmasked Estep Score: -949340.875000 Penalty: 937.365479 Iteration 21Q: 3 clusters Score -949340.9 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 17125 members Entering Unmasked Estep Score: -950113.812500 Penalty: 937.365479 Iteration 22Q: 3 clusters Score -950113.8 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 16241 members Entering Unmasked Estep Score: -950658.375000 Penalty: 937.365479 Iteration 23Q: 3 clusters Score -950658.4 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14131 members Mstep: Class 2 contains 15623 members Entering Unmasked Estep Score: -950980.437500 Penalty: 937.365479 Iteration 24Q: 3 clusters Score -950980.4 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 15187 members Entering Unmasked Estep Score: -951165.437500 Penalty: 937.365479 Iteration 25Q: 3 clusters Score -951165.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 14836 members Entering Unmasked Estep Score: -951315.000000 Penalty: 937.365479 Iteration 26Q: 3 clusters Score -951315 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15191 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -951422.000000 Penalty: 937.365479 Iteration 27Q: 3 clusters Score -951422 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15428 members Mstep: Class 2 contains 14326 members Entering Unmasked Estep Score: -951525.625000 Penalty: 937.365479 Iteration 28Q: 3 clusters Score -951525.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 14088 members Entering Unmasked Estep Score: -951629.937500 Penalty: 937.365479 Iteration 29Q: 3 clusters Score -951629.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15858 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -951707.937500 Penalty: 937.365479 Iteration 30Q: 3 clusters Score -951707.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -951793.312500 Penalty: 937.365479 Iteration 31Q: 3 clusters Score -951793.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 13572 members Entering Unmasked Estep Score: -951857.437500 Penalty: 937.365479 Iteration 32Q: 3 clusters Score -951857.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16320 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -951913.937500 Penalty: 937.365479 Iteration 33Q: 3 clusters Score -951913.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16415 members Mstep: Class 2 contains 13339 members Entering Unmasked Estep Score: -951957.625000 Penalty: 937.365479 Iteration 34Q: 3 clusters Score -951957.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16483 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -951981.187500 Penalty: 937.365479 Iteration 35Q: 3 clusters Score -951981.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16519 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -951997.937500 Penalty: 937.365479 Iteration 36Q: 3 clusters Score -951997.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -951997.125000 Penalty: 937.365479 Iteration 37Q: 3 clusters Score -951997.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -952002.125000 Penalty: 937.365479 Iteration 38Q: 3 clusters Score -952002.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16552 members Mstep: Class 2 contains 13202 members Entering Unmasked Estep Score: -952004.062500 Penalty: 937.365479 Iteration 39Q: 3 clusters Score -952004.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 13197 members Entering Unmasked Estep Score: -952200.875000 Penalty: 937.365479 Iteration 40F: 3 clusters Score -952200.9 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16764 members Mstep: Class 2 contains 12990 members Entering Unmasked Estep Score: -952471.687500 Penalty: 937.365479 Iteration 41Q: 3 clusters Score -952471.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16953 members Mstep: Class 2 contains 12801 members Entering Unmasked Estep Score: -952789.312500 Penalty: 937.365479 Iteration 42Q: 3 clusters Score -952789.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -953178.562500 Penalty: 937.365479 Iteration 43Q: 3 clusters Score -953178.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -953499.187500 Penalty: 937.365479 Iteration 44Q: 3 clusters Score -953499.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17320 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -953609.312500 Penalty: 937.365479 Iteration 45Q: 3 clusters Score -953609.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17345 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -953648.562500 Penalty: 937.365479 Iteration 46Q: 3 clusters Score -953648.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -953669.875000 Penalty: 937.365479 Iteration 47Q: 3 clusters Score -953669.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 12395 members Entering Unmasked Estep Score: -953682.687500 Penalty: 937.365479 Iteration 48Q: 3 clusters Score -953682.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17362 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -953684.125000 Penalty: 937.365479 Iteration 49Q: 3 clusters Score -953684.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17362 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -953812.125000 Penalty: 937.365479 Iteration 50F: 3 clusters Score -953812.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -953953.187500 Penalty: 937.365479 Iteration 51Q: 3 clusters Score -953953.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 12343 members Entering Unmasked Estep Score: -953981.687500 Penalty: 937.365479 Iteration 52Q: 3 clusters Score -953981.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17414 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -953982.812500 Penalty: 937.365479 Iteration 53Q: 3 clusters Score -953982.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17414 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -953984.437500 Penalty: 937.365479 Iteration 54F: 3 clusters Score -953984.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17415 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -953986.625000 Penalty: 937.365479 Iteration 55Q: 3 clusters Score -953986.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17415 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -953986.625000 Penalty: 937.365479 Iteration 56F: 3 clusters Score -953986.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 12339 members Mstep: Class 3 contains 17415 members Mstep: Class 4 contains 14098 members Mstep: Class 5 contains 6231 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11592 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 9521 members Mstep: Class 10 contains 990 members Mstep: Class 11 contains 12168 members Mstep: Class 12 contains 2363 members Mstep: Class 13 contains 3032 members Mstep: Class 14 contains 30094 members Mstep: Class 15 contains 1069 members Mstep: Class 16 contains 2043 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 10039 members Mstep: Class 19 contains 11875 members Entering Unmasked Estep Score: -4938096.000000 Penalty: 10334.384766 Splitting cluster 3 changes total score from -4927164.000000 to -4938096.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 4 (14098 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Entering Unmasked Estep Score: -496482.500000 Penalty: 434.697357 Iteration 0F: 2 clusters Score -496482.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 7001 members Entering Unmasked Estep Score: -487092.218750 Penalty: 869.394714 Iteration 0F: 3 clusters Score -487092.2 nChanged 6577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -491436.937500 Penalty: 869.394714 Iteration 1F: 3 clusters Score -491436.9 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -492157.968750 Penalty: 869.394714 Iteration 2F: 3 clusters Score -492158 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 7635 members Entering Unmasked Estep Score: -492805.062500 Penalty: 869.394714 Iteration 3F: 3 clusters Score -492805.1 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -493233.656250 Penalty: 869.394714 Iteration 4F: 3 clusters Score -493233.7 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 7917 members Entering Unmasked Estep Score: -493538.187500 Penalty: 869.394714 Iteration 5Q: 3 clusters Score -493538.2 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 8080 members Entering Unmasked Estep Score: -493813.468750 Penalty: 869.394714 Iteration 6Q: 3 clusters Score -493813.5 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -494098.812500 Penalty: 869.394714 Iteration 7Q: 3 clusters Score -494098.8 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 8388 members Entering Unmasked Estep Score: -494380.468750 Penalty: 869.394714 Iteration 8Q: 3 clusters Score -494380.5 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -494643.125000 Penalty: 869.394714 Iteration 9Q: 3 clusters Score -494643.1 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 8666 members Entering Unmasked Estep Score: -494866.718750 Penalty: 869.394714 Iteration 10Q: 3 clusters Score -494866.7 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 8775 members Entering Unmasked Estep Score: -495023.125000 Penalty: 869.394714 Iteration 11Q: 3 clusters Score -495023.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -495129.437500 Penalty: 869.394714 Iteration 12Q: 3 clusters Score -495129.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -495213.625000 Penalty: 869.394714 Iteration 13Q: 3 clusters Score -495213.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -495271.531250 Penalty: 869.394714 Iteration 14Q: 3 clusters Score -495271.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -495300.250000 Penalty: 869.394714 Iteration 15Q: 3 clusters Score -495300.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -495320.125000 Penalty: 869.394714 Iteration 16Q: 3 clusters Score -495320.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 9250 members Entering Unmasked Estep Score: -495338.593750 Penalty: 869.394714 Iteration 17Q: 3 clusters Score -495338.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -495354.625000 Penalty: 869.394714 Iteration 18Q: 3 clusters Score -495354.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -495369.031250 Penalty: 869.394714 Iteration 19Q: 3 clusters Score -495369 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -495379.625000 Penalty: 869.394714 Iteration 20F: 3 clusters Score -495379.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -495390.500000 Penalty: 869.394714 Iteration 21Q: 3 clusters Score -495390.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -495398.968750 Penalty: 869.394714 Iteration 22Q: 3 clusters Score -495399 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -495410.437500 Penalty: 869.394714 Iteration 23Q: 3 clusters Score -495410.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 9734 members Entering Unmasked Estep Score: -495425.062500 Penalty: 869.394714 Iteration 24Q: 3 clusters Score -495425.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 9813 members Entering Unmasked Estep Score: -495434.062500 Penalty: 869.394714 Iteration 25Q: 3 clusters Score -495434.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 9880 members Entering Unmasked Estep Score: -495441.531250 Penalty: 869.394714 Iteration 26Q: 3 clusters Score -495441.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -495450.031250 Penalty: 869.394714 Iteration 27Q: 3 clusters Score -495450 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -495463.000000 Penalty: 869.394714 Iteration 28Q: 3 clusters Score -495463 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -495473.781250 Penalty: 869.394714 Iteration 29Q: 3 clusters Score -495473.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -495487.531250 Penalty: 869.394714 Iteration 30Q: 3 clusters Score -495487.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -495498.312500 Penalty: 869.394714 Iteration 31Q: 3 clusters Score -495498.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -495510.718750 Penalty: 869.394714 Iteration 32Q: 3 clusters Score -495510.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 10425 members Entering Unmasked Estep Score: -495517.687500 Penalty: 869.394714 Iteration 33Q: 3 clusters Score -495517.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -495525.750000 Penalty: 869.394714 Iteration 34Q: 3 clusters Score -495525.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -495532.468750 Penalty: 869.394714 Iteration 35Q: 3 clusters Score -495532.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 10600 members Entering Unmasked Estep Score: -495537.406250 Penalty: 869.394714 Iteration 36Q: 3 clusters Score -495537.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -495544.906250 Penalty: 869.394714 Iteration 37Q: 3 clusters Score -495544.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -495550.000000 Penalty: 869.394714 Iteration 38Q: 3 clusters Score -495550 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -495557.875000 Penalty: 869.394714 Iteration 39Q: 3 clusters Score -495557.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -495561.187500 Penalty: 869.394714 Iteration 40F: 3 clusters Score -495561.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 10865 members Entering Unmasked Estep Score: -495567.343750 Penalty: 869.394714 Iteration 41Q: 3 clusters Score -495567.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -495573.187500 Penalty: 869.394714 Iteration 42Q: 3 clusters Score -495573.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -495579.562500 Penalty: 869.394714 Iteration 43Q: 3 clusters Score -495579.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -495589.531250 Penalty: 869.394714 Iteration 44Q: 3 clusters Score -495589.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 11108 members Entering Unmasked Estep Score: -495596.687500 Penalty: 869.394714 Iteration 45Q: 3 clusters Score -495596.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -495605.093750 Penalty: 869.394714 Iteration 46Q: 3 clusters Score -495605.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -495618.125000 Penalty: 869.394714 Iteration 47Q: 3 clusters Score -495618.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -495629.500000 Penalty: 869.394714 Iteration 48Q: 3 clusters Score -495629.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -495637.968750 Penalty: 869.394714 Iteration 49Q: 3 clusters Score -495638 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -495647.000000 Penalty: 869.394714 Iteration 50Q: 3 clusters Score -495647 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -495656.343750 Penalty: 869.394714 Iteration 51Q: 3 clusters Score -495656.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -495666.500000 Penalty: 869.394714 Iteration 52Q: 3 clusters Score -495666.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -495677.281250 Penalty: 869.394714 Iteration 53Q: 3 clusters Score -495677.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -495689.000000 Penalty: 869.394714 Iteration 54Q: 3 clusters Score -495689 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -495704.906250 Penalty: 869.394714 Iteration 55Q: 3 clusters Score -495704.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 11889 members Entering Unmasked Estep Score: -495718.343750 Penalty: 869.394714 Iteration 56Q: 3 clusters Score -495718.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 11971 members Entering Unmasked Estep Score: -495732.000000 Penalty: 869.394714 Iteration 57Q: 3 clusters Score -495732 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 12052 members Entering Unmasked Estep Score: -495746.156250 Penalty: 869.394714 Iteration 58Q: 3 clusters Score -495746.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 12124 members Entering Unmasked Estep Score: -495757.625000 Penalty: 869.394714 Iteration 59Q: 3 clusters Score -495757.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 12201 members Entering Unmasked Estep Score: -495775.906250 Penalty: 869.394714 Iteration 60F: 3 clusters Score -495775.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -495788.968750 Penalty: 869.394714 Iteration 61Q: 3 clusters Score -495789 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 12340 members Entering Unmasked Estep Score: -495804.781250 Penalty: 869.394714 Iteration 62Q: 3 clusters Score -495804.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -495826.625000 Penalty: 869.394714 Iteration 63Q: 3 clusters Score -495826.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 12509 members Entering Unmasked Estep Score: -495847.468750 Penalty: 869.394714 Iteration 64Q: 3 clusters Score -495847.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 12588 members Entering Unmasked Estep Score: -495868.562500 Penalty: 869.394714 Iteration 65Q: 3 clusters Score -495868.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -495886.906250 Penalty: 869.394714 Iteration 66Q: 3 clusters Score -495886.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -495903.062500 Penalty: 869.394714 Iteration 67Q: 3 clusters Score -495903.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 12796 members Entering Unmasked Estep Score: -495922.500000 Penalty: 869.394714 Iteration 68Q: 3 clusters Score -495922.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -495937.718750 Penalty: 869.394714 Iteration 69Q: 3 clusters Score -495937.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -495950.781250 Penalty: 869.394714 Iteration 70Q: 3 clusters Score -495950.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -495966.468750 Penalty: 869.394714 Iteration 71Q: 3 clusters Score -495966.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -495981.968750 Penalty: 869.394714 Iteration 72Q: 3 clusters Score -495982 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 13074 members Entering Unmasked Estep Score: -496000.500000 Penalty: 869.394714 Iteration 73Q: 3 clusters Score -496000.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 13125 members Entering Unmasked Estep Score: -496017.406250 Penalty: 869.394714 Iteration 74Q: 3 clusters Score -496017.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 13161 members Entering Unmasked Estep Score: -496031.937500 Penalty: 869.394714 Iteration 75Q: 3 clusters Score -496031.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -496041.093750 Penalty: 869.394714 Iteration 76Q: 3 clusters Score -496041.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -496050.562500 Penalty: 869.394714 Iteration 77Q: 3 clusters Score -496050.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -496056.406250 Penalty: 869.394714 Iteration 78Q: 3 clusters Score -496056.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -496060.468750 Penalty: 869.394714 Iteration 79Q: 3 clusters Score -496060.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -496066.937500 Penalty: 869.394714 Iteration 80F: 3 clusters Score -496066.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -496071.125000 Penalty: 869.394714 Iteration 81Q: 3 clusters Score -496071.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -496074.093750 Penalty: 869.394714 Iteration 82Q: 3 clusters Score -496074.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 13363 members Entering Unmasked Estep Score: -496077.031250 Penalty: 869.394714 Iteration 83Q: 3 clusters Score -496077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -496079.468750 Penalty: 869.394714 Iteration 84Q: 3 clusters Score -496079.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 13382 members Entering Unmasked Estep Score: -496080.500000 Penalty: 869.394714 Iteration 85Q: 3 clusters Score -496080.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -496080.562500 Penalty: 869.394714 Iteration 86Q: 3 clusters Score -496080.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 13396 members Entering Unmasked Estep Score: -496082.875000 Penalty: 869.394714 Iteration 87Q: 3 clusters Score -496082.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -496084.562500 Penalty: 869.394714 Iteration 88Q: 3 clusters Score -496084.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -496087.781250 Penalty: 869.394714 Iteration 89Q: 3 clusters Score -496087.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -496088.000000 Penalty: 869.394714 Iteration 90Q: 3 clusters Score -496088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -496089.218750 Penalty: 869.394714 Iteration 91Q: 3 clusters Score -496089.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -496090.937500 Penalty: 869.394714 Iteration 92Q: 3 clusters Score -496090.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 13439 members Entering Unmasked Estep Score: -496092.781250 Penalty: 869.394714 Iteration 93Q: 3 clusters Score -496092.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 13446 members Entering Unmasked Estep Score: -496095.000000 Penalty: 869.394714 Iteration 94Q: 3 clusters Score -496095 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -496099.437500 Penalty: 869.394714 Iteration 95Q: 3 clusters Score -496099.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -496102.312500 Penalty: 869.394714 Iteration 96Q: 3 clusters Score -496102.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -496105.406250 Penalty: 869.394714 Iteration 97Q: 3 clusters Score -496105.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 13483 members Entering Unmasked Estep Score: -496106.718750 Penalty: 869.394714 Iteration 98Q: 3 clusters Score -496106.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 13492 members Entering Unmasked Estep Score: -496107.812500 Penalty: 869.394714 Iteration 99Q: 3 clusters Score -496107.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 13499 members Entering Unmasked Estep Score: -496110.218750 Penalty: 869.394714 Iteration 100F: 3 clusters Score -496110.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 13506 members Entering Unmasked Estep Score: -496111.437500 Penalty: 869.394714 Iteration 101Q: 3 clusters Score -496111.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 13526 members Entering Unmasked Estep Score: -496114.531250 Penalty: 869.394714 Iteration 102Q: 3 clusters Score -496114.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -496120.312500 Penalty: 869.394714 Iteration 103Q: 3 clusters Score -496120.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 13558 members Entering Unmasked Estep Score: -496124.812500 Penalty: 869.394714 Iteration 104Q: 3 clusters Score -496124.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -496130.375000 Penalty: 869.394714 Iteration 105Q: 3 clusters Score -496130.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -496133.062500 Penalty: 869.394714 Iteration 106Q: 3 clusters Score -496133.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 13591 members Entering Unmasked Estep Score: -496133.906250 Penalty: 869.394714 Iteration 107Q: 3 clusters Score -496133.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -496135.187500 Penalty: 869.394714 Iteration 108Q: 3 clusters Score -496135.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 13604 members Entering Unmasked Estep Score: -496136.531250 Penalty: 869.394714 Iteration 109Q: 3 clusters Score -496136.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 13609 members Entering Unmasked Estep Score: -496138.656250 Penalty: 869.394714 Iteration 110Q: 3 clusters Score -496138.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -496141.312500 Penalty: 869.394714 Iteration 111Q: 3 clusters Score -496141.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -496141.750000 Penalty: 869.394714 Iteration 112Q: 3 clusters Score -496141.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -496144.656250 Penalty: 869.394714 Iteration 113Q: 3 clusters Score -496144.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -496144.062500 Penalty: 869.394714 Iteration 114Q: 3 clusters Score -496144.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 13614 members Entering Unmasked Estep Score: -496144.062500 Penalty: 869.394714 Iteration 115F: 3 clusters Score -496144.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Entering Unmasked Estep Score: -200911.453125 Penalty: 397.546814 Iteration 0F: 2 clusters Score -200911.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -196786.234375 Penalty: 795.093628 Iteration 0F: 3 clusters Score -196786.2 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -198441.656250 Penalty: 795.093628 Iteration 1F: 3 clusters Score -198441.7 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -198726.625000 Penalty: 795.093628 Iteration 2F: 3 clusters Score -198726.6 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -199095.687500 Penalty: 795.093628 Iteration 3F: 3 clusters Score -199095.7 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -199530.234375 Penalty: 795.093628 Iteration 4F: 3 clusters Score -199530.2 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -200028.265625 Penalty: 795.093628 Iteration 5F: 3 clusters Score -200028.3 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -200486.359375 Penalty: 795.093628 Iteration 6F: 3 clusters Score -200486.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -200695.500000 Penalty: 795.093628 Iteration 7Q: 3 clusters Score -200695.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -200749.593750 Penalty: 795.093628 Iteration 8Q: 3 clusters Score -200749.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -200765.140625 Penalty: 795.093628 Iteration 9Q: 3 clusters Score -200765.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -200772.359375 Penalty: 795.093628 Iteration 10Q: 3 clusters Score -200772.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -200778.000000 Penalty: 795.093628 Iteration 11Q: 3 clusters Score -200778 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -200781.234375 Penalty: 795.093628 Iteration 12Q: 3 clusters Score -200781.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -200785.359375 Penalty: 795.093628 Iteration 13Q: 3 clusters Score -200785.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -200788.796875 Penalty: 795.093628 Iteration 14Q: 3 clusters Score -200788.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -200790.750000 Penalty: 795.093628 Iteration 15Q: 3 clusters Score -200790.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -200790.953125 Penalty: 795.093628 Iteration 16Q: 3 clusters Score -200791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -200791.531250 Penalty: 795.093628 Iteration 17Q: 3 clusters Score -200791.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -200791.968750 Penalty: 795.093628 Iteration 18Q: 3 clusters Score -200792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -200792.375000 Penalty: 795.093628 Iteration 19Q: 3 clusters Score -200792.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 4676 members Entering Unmasked Estep Score: -200792.531250 Penalty: 795.093628 Iteration 20F: 3 clusters Score -200792.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -200793.125000 Penalty: 795.093628 Iteration 21Q: 3 clusters Score -200793.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -200794.078125 Penalty: 795.093628 Iteration 22Q: 3 clusters Score -200794.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -200793.515625 Penalty: 795.093628 Iteration 23Q: 3 clusters Score -200793.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -200793.765625 Penalty: 795.093628 Iteration 24Q: 3 clusters Score -200793.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -200794.234375 Penalty: 795.093628 Iteration 25Q: 3 clusters Score -200794.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -200794.125000 Penalty: 795.093628 Iteration 26Q: 3 clusters Score -200794.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -200794.656250 Penalty: 795.093628 Iteration 27Q: 3 clusters Score -200794.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -200794.687500 Penalty: 795.093628 Iteration 28Q: 3 clusters Score -200794.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -200794.687500 Penalty: 795.093628 Iteration 29F: 3 clusters Score -200794.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Entering Unmasked Estep Score: -22942.972656 Penalty: 294.209564 Iteration 0F: 2 clusters Score -22942.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -22359.880859 Penalty: 588.419128 Iteration 0F: 3 clusters Score -22359.88 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -22495.689453 Penalty: 588.419128 Iteration 1F: 3 clusters Score -22495.69 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -22537.841797 Penalty: 588.419128 Iteration 2F: 3 clusters Score -22537.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -22563.111328 Penalty: 588.419128 Iteration 3F: 3 clusters Score -22563.11 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -22590.890625 Penalty: 588.419128 Iteration 4Q: 3 clusters Score -22590.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -22617.230469 Penalty: 588.419128 Iteration 5Q: 3 clusters Score -22617.23 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -22642.902344 Penalty: 588.419128 Iteration 6Q: 3 clusters Score -22642.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -22655.398438 Penalty: 588.419128 Iteration 7Q: 3 clusters Score -22655.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -22666.466797 Penalty: 588.419128 Iteration 8Q: 3 clusters Score -22666.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -22673.353516 Penalty: 588.419128 Iteration 9Q: 3 clusters Score -22673.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -22677.810547 Penalty: 588.419128 Iteration 10Q: 3 clusters Score -22677.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -22681.076172 Penalty: 588.419128 Iteration 11Q: 3 clusters Score -22681.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -22681.970703 Penalty: 588.419128 Iteration 12Q: 3 clusters Score -22681.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -22681.970703 Penalty: 588.419128 Iteration 13F: 3 clusters Score -22681.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Entering Unmasked Estep Score: -407849.843750 Penalty: 425.792206 Iteration 0F: 2 clusters Score -407849.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5855 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -400259.343750 Penalty: 851.584412 Iteration 0F: 3 clusters Score -400259.3 nChanged 5346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -403413.093750 Penalty: 851.584412 Iteration 1F: 3 clusters Score -403413.1 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6883 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -403736.187500 Penalty: 851.584412 Iteration 2F: 3 clusters Score -403736.2 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -404127.687500 Penalty: 851.584412 Iteration 3F: 3 clusters Score -404127.7 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -404678.312500 Penalty: 851.584412 Iteration 4F: 3 clusters Score -404678.3 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -405352.781250 Penalty: 851.584412 Iteration 5F: 3 clusters Score -405352.8 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9612 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -406052.687500 Penalty: 851.584412 Iteration 6F: 3 clusters Score -406052.7 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10246 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -406644.062500 Penalty: 851.584412 Iteration 7F: 3 clusters Score -406644.1 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -407035.343750 Penalty: 851.584412 Iteration 8Q: 3 clusters Score -407035.3 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -407237.062500 Penalty: 851.584412 Iteration 9Q: 3 clusters Score -407237.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11114 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -407339.937500 Penalty: 851.584412 Iteration 10Q: 3 clusters Score -407339.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -407402.781250 Penalty: 851.584412 Iteration 11Q: 3 clusters Score -407402.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11259 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -407447.500000 Penalty: 851.584412 Iteration 12Q: 3 clusters Score -407447.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -407494.500000 Penalty: 851.584412 Iteration 13Q: 3 clusters Score -407494.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -407533.593750 Penalty: 851.584412 Iteration 14Q: 3 clusters Score -407533.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -407565.812500 Penalty: 851.584412 Iteration 15Q: 3 clusters Score -407565.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -407590.093750 Penalty: 851.584412 Iteration 16Q: 3 clusters Score -407590.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -407603.343750 Penalty: 851.584412 Iteration 17Q: 3 clusters Score -407603.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -407607.906250 Penalty: 851.584412 Iteration 18Q: 3 clusters Score -407607.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -407609.500000 Penalty: 851.584412 Iteration 19Q: 3 clusters Score -407609.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -407611.406250 Penalty: 851.584412 Iteration 20F: 3 clusters Score -407611.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -407612.531250 Penalty: 851.584412 Iteration 21Q: 3 clusters Score -407612.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -407612.625000 Penalty: 851.584412 Iteration 22Q: 3 clusters Score -407612.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -407612.625000 Penalty: 851.584412 Iteration 23F: 3 clusters Score -407612.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Entering Unmasked Estep Score: -65403.414062 Penalty: 354.645721 Iteration 0F: 2 clusters Score -65403.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -63721.933594 Penalty: 709.291443 Iteration 0F: 3 clusters Score -63721.93 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -64382.058594 Penalty: 709.291443 Iteration 1F: 3 clusters Score -64382.06 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -64628.058594 Penalty: 709.291443 Iteration 2F: 3 clusters Score -64628.06 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -64790.558594 Penalty: 709.291443 Iteration 3F: 3 clusters Score -64790.56 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -64876.671875 Penalty: 709.291443 Iteration 4F: 3 clusters Score -64876.67 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -64936.117188 Penalty: 709.291443 Iteration 5Q: 3 clusters Score -64936.12 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -64977.703125 Penalty: 709.291443 Iteration 6Q: 3 clusters Score -64977.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -65007.464844 Penalty: 709.291443 Iteration 7Q: 3 clusters Score -65007.46 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -65036.183594 Penalty: 709.291443 Iteration 8Q: 3 clusters Score -65036.18 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -65060.730469 Penalty: 709.291443 Iteration 9Q: 3 clusters Score -65060.73 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -65077.199219 Penalty: 709.291443 Iteration 10Q: 3 clusters Score -65077.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -65093.695312 Penalty: 709.291443 Iteration 11Q: 3 clusters Score -65093.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -65105.574219 Penalty: 709.291443 Iteration 12Q: 3 clusters Score -65105.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -65112.695312 Penalty: 709.291443 Iteration 13Q: 3 clusters Score -65112.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -65119.070312 Penalty: 709.291443 Iteration 14Q: 3 clusters Score -65119.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -65123.589844 Penalty: 709.291443 Iteration 15Q: 3 clusters Score -65123.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -65129.730469 Penalty: 709.291443 Iteration 16Q: 3 clusters Score -65129.73 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -65132.261719 Penalty: 709.291443 Iteration 17Q: 3 clusters Score -65132.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -65133.562500 Penalty: 709.291443 Iteration 18Q: 3 clusters Score -65133.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -65134.554688 Penalty: 709.291443 Iteration 19Q: 3 clusters Score -65134.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -65135.429688 Penalty: 709.291443 Iteration 20F: 3 clusters Score -65135.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -65136.636719 Penalty: 709.291443 Iteration 21Q: 3 clusters Score -65136.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -65137.882812 Penalty: 709.291443 Iteration 22Q: 3 clusters Score -65137.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -65139.703125 Penalty: 709.291443 Iteration 23Q: 3 clusters Score -65139.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -65141.574219 Penalty: 709.291443 Iteration 24Q: 3 clusters Score -65141.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -65142.781250 Penalty: 709.291443 Iteration 25Q: 3 clusters Score -65142.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -65144.171875 Penalty: 709.291443 Iteration 26Q: 3 clusters Score -65144.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -65144.871094 Penalty: 709.291443 Iteration 27Q: 3 clusters Score -65144.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -65145.246094 Penalty: 709.291443 Iteration 28Q: 3 clusters Score -65145.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -65145.843750 Penalty: 709.291443 Iteration 29Q: 3 clusters Score -65145.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -65146.742188 Penalty: 709.291443 Iteration 30Q: 3 clusters Score -65146.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -65147.812500 Penalty: 709.291443 Iteration 31Q: 3 clusters Score -65147.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -65148.382812 Penalty: 709.291443 Iteration 32Q: 3 clusters Score -65148.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -65148.468750 Penalty: 709.291443 Iteration 33Q: 3 clusters Score -65148.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -65148.449219 Penalty: 709.291443 Iteration 34Q: 3 clusters Score -65148.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -65148.449219 Penalty: 709.291443 Iteration 35F: 3 clusters Score -65148.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -340993.437500 Penalty: 416.837097 Iteration 0F: 2 clusters Score -340993.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -334683.750000 Penalty: 833.674194 Iteration 0F: 3 clusters Score -334683.8 nChanged 4393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -337668.000000 Penalty: 833.674194 Iteration 1F: 3 clusters Score -337668 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -338671.750000 Penalty: 833.674194 Iteration 2F: 3 clusters Score -338671.8 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -339954.312500 Penalty: 833.674194 Iteration 3F: 3 clusters Score -339954.3 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -340838.843750 Penalty: 833.674194 Iteration 4F: 3 clusters Score -340838.8 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -341194.500000 Penalty: 833.674194 Iteration 5F: 3 clusters Score -341194.5 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -341319.125000 Penalty: 833.674194 Iteration 6Q: 3 clusters Score -341319.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -341388.031250 Penalty: 833.674194 Iteration 7Q: 3 clusters Score -341388 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -341426.968750 Penalty: 833.674194 Iteration 8Q: 3 clusters Score -341427 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -341451.937500 Penalty: 833.674194 Iteration 9Q: 3 clusters Score -341451.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -341467.968750 Penalty: 833.674194 Iteration 10Q: 3 clusters Score -341468 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -341478.062500 Penalty: 833.674194 Iteration 11Q: 3 clusters Score -341478.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -341487.437500 Penalty: 833.674194 Iteration 12Q: 3 clusters Score -341487.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -341490.656250 Penalty: 833.674194 Iteration 13Q: 3 clusters Score -341490.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -341491.250000 Penalty: 833.674194 Iteration 14Q: 3 clusters Score -341491.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -341495.437500 Penalty: 833.674194 Iteration 15Q: 3 clusters Score -341495.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -341499.437500 Penalty: 833.674194 Iteration 16Q: 3 clusters Score -341499.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -341499.281250 Penalty: 833.674194 Iteration 17Q: 3 clusters Score -341499.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -341499.625000 Penalty: 833.674194 Iteration 18Q: 3 clusters Score -341499.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -341501.062500 Penalty: 833.674194 Iteration 19Q: 3 clusters Score -341501.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -341501.906250 Penalty: 833.674194 Iteration 20F: 3 clusters Score -341501.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -341502.062500 Penalty: 833.674194 Iteration 21Q: 3 clusters Score -341502.1 nChanged 9 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: -341502.468750 Penalty: 833.674194 Iteration 22Q: 3 clusters Score -341502.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -341503.593750 Penalty: 833.674194 Iteration 23Q: 3 clusters Score -341503.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -341503.437500 Penalty: 833.674194 Iteration 24Q: 3 clusters Score -341503.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -341503.875000 Penalty: 833.674194 Iteration 25Q: 3 clusters Score -341503.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -341504.156250 Penalty: 833.674194 Iteration 26Q: 3 clusters Score -341504.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -341503.812500 Penalty: 833.674194 Iteration 27Q: 3 clusters Score -341503.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -341503.812500 Penalty: 833.674194 Iteration 28F: 3 clusters Score -341503.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 12339 members Mstep: Class 3 contains 17415 members Mstep: Class 4 contains 14098 members Mstep: Class 5 contains 6231 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11592 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 6711 members Mstep: Class 10 contains 990 members Mstep: Class 11 contains 12168 members Mstep: Class 12 contains 2363 members Mstep: Class 13 contains 3032 members Mstep: Class 14 contains 30094 members Mstep: Class 15 contains 1069 members Mstep: Class 16 contains 2043 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 10039 members Mstep: Class 19 contains 11875 members Mstep: Class 20 contains 2810 members Entering Unmasked Estep Score: -4938484.000000 Penalty: 10878.299805 Splitting cluster 9 changes total score from -4927164.000000 to -4938484.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 10 (990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Entering Unmasked Estep Score: -25807.214844 Penalty: 313.845581 Iteration 0F: 2 clusters Score -25807.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -25009.324219 Penalty: 627.691162 Iteration 0F: 3 clusters Score -25009.32 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -25234.480469 Penalty: 627.691162 Iteration 1F: 3 clusters Score -25234.48 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -25335.238281 Penalty: 627.691162 Iteration 2F: 3 clusters Score -25335.24 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -25433.408203 Penalty: 627.691162 Iteration 3F: 3 clusters Score -25433.41 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25518.757812 Penalty: 627.691162 Iteration 4F: 3 clusters Score -25518.76 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -25589.654297 Penalty: 627.691162 Iteration 5F: 3 clusters Score -25589.65 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -25661.605469 Penalty: 627.691162 Iteration 6Q: 3 clusters Score -25661.61 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -25715.769531 Penalty: 627.691162 Iteration 7Q: 3 clusters Score -25715.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -25742.650391 Penalty: 627.691162 Iteration 8Q: 3 clusters Score -25742.65 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -25766.857422 Penalty: 627.691162 Iteration 9Q: 3 clusters Score -25766.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -25793.988281 Penalty: 627.691162 Iteration 10Q: 3 clusters Score -25793.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -25849.261719 Penalty: 627.691162 Iteration 11Q: 3 clusters Score -25849.26 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -25888.267578 Penalty: 627.691162 Iteration 12Q: 3 clusters Score -25888.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -25911.197266 Penalty: 627.691162 Iteration 13Q: 3 clusters Score -25911.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -25939.468750 Penalty: 627.691162 Iteration 14Q: 3 clusters Score -25939.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -25955.066406 Penalty: 627.691162 Iteration 15Q: 3 clusters Score -25955.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -25966.052734 Penalty: 627.691162 Iteration 16Q: 3 clusters Score -25966.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -25968.050781 Penalty: 627.691162 Iteration 17Q: 3 clusters Score -25968.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -25969.394531 Penalty: 627.691162 Iteration 18Q: 3 clusters Score -25969.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -25971.042969 Penalty: 627.691162 Iteration 19Q: 3 clusters Score -25971.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -25972.160156 Penalty: 627.691162 Iteration 20F: 3 clusters Score -25972.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -25972.505859 Penalty: 627.691162 Iteration 21Q: 3 clusters Score -25972.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -25972.824219 Penalty: 627.691162 Iteration 22Q: 3 clusters Score -25972.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -25974.636719 Penalty: 627.691162 Iteration 23Q: 3 clusters Score -25974.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -25980.421875 Penalty: 627.691162 Iteration 24Q: 3 clusters Score -25980.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -25987.550781 Penalty: 627.691162 Iteration 25Q: 3 clusters Score -25987.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -25991.544922 Penalty: 627.691162 Iteration 26Q: 3 clusters Score -25991.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -25993.515625 Penalty: 627.691162 Iteration 27Q: 3 clusters Score -25993.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -25994.589844 Penalty: 627.691162 Iteration 28Q: 3 clusters Score -25994.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -25995.429688 Penalty: 627.691162 Iteration 29Q: 3 clusters Score -25995.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -25995.429688 Penalty: 627.691162 Iteration 30F: 3 clusters Score -25995.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 12339 members Mstep: Class 3 contains 17415 members Mstep: Class 4 contains 14098 members Mstep: Class 5 contains 6231 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11592 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 6711 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 12168 members Mstep: Class 12 contains 2363 members Mstep: Class 13 contains 3032 members Mstep: Class 14 contains 30094 members Mstep: Class 15 contains 1069 members Mstep: Class 16 contains 2043 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 10039 members Mstep: Class 19 contains 11875 members Mstep: Class 20 contains 2810 members Mstep: Class 21 contains 678 members Entering Unmasked Estep Score: -4938443.000000 Penalty: 11422.214844 Splitting cluster 10 changes total score from -4927164.000000 to -4938443.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 11 (12168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Entering Unmasked Estep Score: -432197.906250 Penalty: 427.998688 Iteration 0F: 2 clusters Score -432197.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -424110.937500 Penalty: 855.997375 Iteration 0F: 3 clusters Score -424110.9 nChanged 5741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -427667.312500 Penalty: 855.997375 Iteration 1F: 3 clusters Score -427667.3 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -428185.187500 Penalty: 855.997375 Iteration 2F: 3 clusters Score -428185.2 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 5895 members Entering Unmasked Estep Score: -428864.093750 Penalty: 855.997375 Iteration 3F: 3 clusters Score -428864.1 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -429607.500000 Penalty: 855.997375 Iteration 4F: 3 clusters Score -429607.5 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -430247.343750 Penalty: 855.997375 Iteration 5F: 3 clusters Score -430247.3 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -430659.812500 Penalty: 855.997375 Iteration 6F: 3 clusters Score -430659.8 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -430957.906250 Penalty: 855.997375 Iteration 7Q: 3 clusters Score -430957.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 6704 members Entering Unmasked Estep Score: -431163.312500 Penalty: 855.997375 Iteration 8Q: 3 clusters Score -431163.3 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -431281.343750 Penalty: 855.997375 Iteration 9Q: 3 clusters Score -431281.3 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -431348.406250 Penalty: 855.997375 Iteration 10Q: 3 clusters Score -431348.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -431397.812500 Penalty: 855.997375 Iteration 11Q: 3 clusters Score -431397.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -431437.031250 Penalty: 855.997375 Iteration 12Q: 3 clusters Score -431437 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -431462.968750 Penalty: 855.997375 Iteration 13Q: 3 clusters Score -431463 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -431481.000000 Penalty: 855.997375 Iteration 14Q: 3 clusters Score -431481 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -431503.093750 Penalty: 855.997375 Iteration 15Q: 3 clusters Score -431503.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -431520.625000 Penalty: 855.997375 Iteration 16Q: 3 clusters Score -431520.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 7477 members Entering Unmasked Estep Score: -431534.875000 Penalty: 855.997375 Iteration 17Q: 3 clusters Score -431534.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -431546.281250 Penalty: 855.997375 Iteration 18Q: 3 clusters Score -431546.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -431556.812500 Penalty: 855.997375 Iteration 19Q: 3 clusters Score -431556.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -431567.687500 Penalty: 855.997375 Iteration 20F: 3 clusters Score -431567.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 7658 members Entering Unmasked Estep Score: -431576.875000 Penalty: 855.997375 Iteration 21Q: 3 clusters Score -431576.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -431587.781250 Penalty: 855.997375 Iteration 22Q: 3 clusters Score -431587.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -431601.781250 Penalty: 855.997375 Iteration 23Q: 3 clusters Score -431601.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -431611.156250 Penalty: 855.997375 Iteration 24Q: 3 clusters Score -431611.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -431621.812500 Penalty: 855.997375 Iteration 25Q: 3 clusters Score -431621.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -431631.062500 Penalty: 855.997375 Iteration 26Q: 3 clusters Score -431631.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 7926 members Entering Unmasked Estep Score: -431638.125000 Penalty: 855.997375 Iteration 27Q: 3 clusters Score -431638.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -431648.187500 Penalty: 855.997375 Iteration 28Q: 3 clusters Score -431648.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -431656.562500 Penalty: 855.997375 Iteration 29Q: 3 clusters Score -431656.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -431663.031250 Penalty: 855.997375 Iteration 30Q: 3 clusters Score -431663 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -431670.500000 Penalty: 855.997375 Iteration 31Q: 3 clusters Score -431670.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -431679.843750 Penalty: 855.997375 Iteration 32Q: 3 clusters Score -431679.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -431691.656250 Penalty: 855.997375 Iteration 33Q: 3 clusters Score -431691.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -431704.593750 Penalty: 855.997375 Iteration 34Q: 3 clusters Score -431704.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -431721.812500 Penalty: 855.997375 Iteration 35Q: 3 clusters Score -431721.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -431734.500000 Penalty: 855.997375 Iteration 36Q: 3 clusters Score -431734.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 8368 members Entering Unmasked Estep Score: -431746.625000 Penalty: 855.997375 Iteration 37Q: 3 clusters Score -431746.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 8417 members Entering Unmasked Estep Score: -431761.562500 Penalty: 855.997375 Iteration 38Q: 3 clusters Score -431761.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -431787.906250 Penalty: 855.997375 Iteration 39Q: 3 clusters Score -431787.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -431812.500000 Penalty: 855.997375 Iteration 40F: 3 clusters Score -431812.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -431827.812500 Penalty: 855.997375 Iteration 41Q: 3 clusters Score -431827.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 8674 members Entering Unmasked Estep Score: -431840.500000 Penalty: 855.997375 Iteration 42Q: 3 clusters Score -431840.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -431851.187500 Penalty: 855.997375 Iteration 43Q: 3 clusters Score -431851.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -431862.718750 Penalty: 855.997375 Iteration 44Q: 3 clusters Score -431862.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -431875.093750 Penalty: 855.997375 Iteration 45Q: 3 clusters Score -431875.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -431888.531250 Penalty: 855.997375 Iteration 46Q: 3 clusters Score -431888.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -431898.750000 Penalty: 855.997375 Iteration 47Q: 3 clusters Score -431898.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -431911.156250 Penalty: 855.997375 Iteration 48Q: 3 clusters Score -431911.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -431922.375000 Penalty: 855.997375 Iteration 49Q: 3 clusters Score -431922.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -431933.093750 Penalty: 855.997375 Iteration 50Q: 3 clusters Score -431933.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -431942.031250 Penalty: 855.997375 Iteration 51Q: 3 clusters Score -431942 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -431946.500000 Penalty: 855.997375 Iteration 52Q: 3 clusters Score -431946.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -431952.937500 Penalty: 855.997375 Iteration 53Q: 3 clusters Score -431952.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -431956.031250 Penalty: 855.997375 Iteration 54Q: 3 clusters Score -431956 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -431957.375000 Penalty: 855.997375 Iteration 55Q: 3 clusters Score -431957.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -431959.437500 Penalty: 855.997375 Iteration 56Q: 3 clusters Score -431959.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -431960.531250 Penalty: 855.997375 Iteration 57Q: 3 clusters Score -431960.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -431961.406250 Penalty: 855.997375 Iteration 58Q: 3 clusters Score -431961.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 9247 members Entering Unmasked Estep Score: -431961.343750 Penalty: 855.997375 Iteration 59Q: 3 clusters Score -431961.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 9256 members Entering Unmasked Estep Score: -431962.312500 Penalty: 855.997375 Iteration 60F: 3 clusters Score -431962.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -431962.531250 Penalty: 855.997375 Iteration 61Q: 3 clusters Score -431962.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -431962.875000 Penalty: 855.997375 Iteration 62Q: 3 clusters Score -431962.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -431963.656250 Penalty: 855.997375 Iteration 63Q: 3 clusters Score -431963.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -431964.156250 Penalty: 855.997375 Iteration 64Q: 3 clusters Score -431964.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -431963.812500 Penalty: 855.997375 Iteration 65Q: 3 clusters Score -431963.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -431963.781250 Penalty: 855.997375 Iteration 66Q: 3 clusters Score -431963.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 9294 members Entering Unmasked Estep Score: -431965.343750 Penalty: 855.997375 Iteration 67Q: 3 clusters Score -431965.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -431964.750000 Penalty: 855.997375 Iteration 68Q: 3 clusters Score -431964.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -431965.593750 Penalty: 855.997375 Iteration 69Q: 3 clusters Score -431965.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -431965.843750 Penalty: 855.997375 Iteration 70Q: 3 clusters Score -431965.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -431966.031250 Penalty: 855.997375 Iteration 71Q: 3 clusters Score -431966 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 9333 members Entering Unmasked Estep Score: -431967.375000 Penalty: 855.997375 Iteration 72Q: 3 clusters Score -431967.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 9342 members Entering Unmasked Estep Score: -431967.000000 Penalty: 855.997375 Iteration 73Q: 3 clusters Score -431967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 9351 members Entering Unmasked Estep Score: -431968.343750 Penalty: 855.997375 Iteration 74Q: 3 clusters Score -431968.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -431970.937500 Penalty: 855.997375 Iteration 75Q: 3 clusters Score -431970.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -431971.781250 Penalty: 855.997375 Iteration 76Q: 3 clusters Score -431971.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -431973.625000 Penalty: 855.997375 Iteration 77Q: 3 clusters Score -431973.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -431974.031250 Penalty: 855.997375 Iteration 78Q: 3 clusters Score -431974 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 9413 members Entering Unmasked Estep Score: -431974.187500 Penalty: 855.997375 Iteration 79Q: 3 clusters Score -431974.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -431975.812500 Penalty: 855.997375 Iteration 80F: 3 clusters Score -431975.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -431976.937500 Penalty: 855.997375 Iteration 81Q: 3 clusters Score -431976.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -431978.718750 Penalty: 855.997375 Iteration 82Q: 3 clusters Score -431978.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 9483 members Entering Unmasked Estep Score: -431981.593750 Penalty: 855.997375 Iteration 83Q: 3 clusters Score -431981.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -431983.687500 Penalty: 855.997375 Iteration 84Q: 3 clusters Score -431983.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -431987.625000 Penalty: 855.997375 Iteration 85Q: 3 clusters Score -431987.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -431990.281250 Penalty: 855.997375 Iteration 86Q: 3 clusters Score -431990.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -431992.562500 Penalty: 855.997375 Iteration 87Q: 3 clusters Score -431992.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 9591 members Entering Unmasked Estep Score: -431994.656250 Penalty: 855.997375 Iteration 88Q: 3 clusters Score -431994.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 9612 members Entering Unmasked Estep Score: -431998.531250 Penalty: 855.997375 Iteration 89Q: 3 clusters Score -431998.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -432000.718750 Penalty: 855.997375 Iteration 90Q: 3 clusters Score -432000.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -432002.250000 Penalty: 855.997375 Iteration 91Q: 3 clusters Score -432002.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -432003.750000 Penalty: 855.997375 Iteration 92Q: 3 clusters Score -432003.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -432004.625000 Penalty: 855.997375 Iteration 93Q: 3 clusters Score -432004.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -432006.281250 Penalty: 855.997375 Iteration 94Q: 3 clusters Score -432006.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -432008.718750 Penalty: 855.997375 Iteration 95Q: 3 clusters Score -432008.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -432009.625000 Penalty: 855.997375 Iteration 96Q: 3 clusters Score -432009.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -432011.062500 Penalty: 855.997375 Iteration 97Q: 3 clusters Score -432011.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -432012.500000 Penalty: 855.997375 Iteration 98Q: 3 clusters Score -432012.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 9754 members Entering Unmasked Estep Score: -432013.968750 Penalty: 855.997375 Iteration 99Q: 3 clusters Score -432014 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 9770 members Entering Unmasked Estep Score: -432016.937500 Penalty: 855.997375 Iteration 100F: 3 clusters Score -432016.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -432019.093750 Penalty: 855.997375 Iteration 101Q: 3 clusters Score -432019.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -432021.343750 Penalty: 855.997375 Iteration 102Q: 3 clusters Score -432021.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 9819 members Entering Unmasked Estep Score: -432024.312500 Penalty: 855.997375 Iteration 103Q: 3 clusters Score -432024.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -432025.031250 Penalty: 855.997375 Iteration 104Q: 3 clusters Score -432025 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 9839 members Entering Unmasked Estep Score: -432026.406250 Penalty: 855.997375 Iteration 105Q: 3 clusters Score -432026.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -432029.343750 Penalty: 855.997375 Iteration 106Q: 3 clusters Score -432029.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -432029.937500 Penalty: 855.997375 Iteration 107Q: 3 clusters Score -432029.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -432030.500000 Penalty: 855.997375 Iteration 108Q: 3 clusters Score -432030.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -432030.812500 Penalty: 855.997375 Iteration 109Q: 3 clusters Score -432030.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -432031.656250 Penalty: 855.997375 Iteration 110Q: 3 clusters Score -432031.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 9896 members Entering Unmasked Estep Score: -432032.562500 Penalty: 855.997375 Iteration 111Q: 3 clusters Score -432032.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -432034.062500 Penalty: 855.997375 Iteration 112Q: 3 clusters Score -432034.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -432033.875000 Penalty: 855.997375 Iteration 113Q: 3 clusters Score -432033.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -432033.781250 Penalty: 855.997375 Iteration 114Q: 3 clusters Score -432033.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -432033.843750 Penalty: 855.997375 Iteration 115Q: 3 clusters Score -432033.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -432034.000000 Penalty: 855.997375 Iteration 116Q: 3 clusters Score -432034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 9921 members Entering Unmasked Estep Score: -432033.375000 Penalty: 855.997375 Iteration 117Q: 3 clusters Score -432033.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -432033.406250 Penalty: 855.997375 Iteration 118Q: 3 clusters Score -432033.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -432033.406250 Penalty: 855.997375 Iteration 119F: 3 clusters Score -432033.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2363 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Entering Unmasked Estep Score: -66425.656250 Penalty: 353.429779 Iteration 0F: 2 clusters Score -66425.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -64752.554688 Penalty: 706.859558 Iteration 0F: 3 clusters Score -64752.55 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -65429.835938 Penalty: 706.859558 Iteration 1F: 3 clusters Score -65429.84 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -65640.921875 Penalty: 706.859558 Iteration 2F: 3 clusters Score -65640.92 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -65813.742188 Penalty: 706.859558 Iteration 3F: 3 clusters Score -65813.74 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -65936.523438 Penalty: 706.859558 Iteration 4F: 3 clusters Score -65936.52 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -66010.203125 Penalty: 706.859558 Iteration 5F: 3 clusters Score -66010.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -66046.390625 Penalty: 706.859558 Iteration 6Q: 3 clusters Score -66046.39 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -66059.218750 Penalty: 706.859558 Iteration 7Q: 3 clusters Score -66059.22 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -66064.882812 Penalty: 706.859558 Iteration 8Q: 3 clusters Score -66064.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -66068.523438 Penalty: 706.859558 Iteration 9Q: 3 clusters Score -66068.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -66070.867188 Penalty: 706.859558 Iteration 10Q: 3 clusters Score -66070.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -66073.734375 Penalty: 706.859558 Iteration 11Q: 3 clusters Score -66073.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -66076.242188 Penalty: 706.859558 Iteration 12Q: 3 clusters Score -66076.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -66077.750000 Penalty: 706.859558 Iteration 13Q: 3 clusters Score -66077.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -66078.921875 Penalty: 706.859558 Iteration 14Q: 3 clusters Score -66078.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -66079.500000 Penalty: 706.859558 Iteration 15Q: 3 clusters Score -66079.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -66080.125000 Penalty: 706.859558 Iteration 16Q: 3 clusters Score -66080.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -66080.179688 Penalty: 706.859558 Iteration 17Q: 3 clusters Score -66080.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -66080.179688 Penalty: 706.859558 Iteration 18F: 3 clusters Score -66080.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Entering Unmasked Estep Score: -96486.406250 Penalty: 364.772461 Iteration 0F: 2 clusters Score -96486.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -94395.867188 Penalty: 729.544922 Iteration 0F: 3 clusters Score -94395.87 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -95208.609375 Penalty: 729.544922 Iteration 1F: 3 clusters Score -95208.61 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -95338.921875 Penalty: 729.544922 Iteration 2F: 3 clusters Score -95338.92 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -95462.281250 Penalty: 729.544922 Iteration 3F: 3 clusters Score -95462.28 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -95595.820312 Penalty: 729.544922 Iteration 4F: 3 clusters Score -95595.82 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -95724.453125 Penalty: 729.544922 Iteration 5F: 3 clusters Score -95724.45 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -95858.312500 Penalty: 729.544922 Iteration 6Q: 3 clusters Score -95858.31 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -95946.789062 Penalty: 729.544922 Iteration 7Q: 3 clusters Score -95946.79 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -96024.765625 Penalty: 729.544922 Iteration 8Q: 3 clusters Score -96024.77 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -96078.523438 Penalty: 729.544922 Iteration 9Q: 3 clusters Score -96078.52 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -96101.835938 Penalty: 729.544922 Iteration 10Q: 3 clusters Score -96101.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -96121.250000 Penalty: 729.544922 Iteration 11Q: 3 clusters Score -96121.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -96139.195312 Penalty: 729.544922 Iteration 12Q: 3 clusters Score -96139.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -96151.398438 Penalty: 729.544922 Iteration 13Q: 3 clusters Score -96151.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -96155.867188 Penalty: 729.544922 Iteration 14Q: 3 clusters Score -96155.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -96159.781250 Penalty: 729.544922 Iteration 15Q: 3 clusters Score -96159.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -96162.328125 Penalty: 729.544922 Iteration 16Q: 3 clusters Score -96162.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -96163.093750 Penalty: 729.544922 Iteration 17Q: 3 clusters Score -96163.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -96163.851562 Penalty: 729.544922 Iteration 18Q: 3 clusters Score -96163.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -96164.171875 Penalty: 729.544922 Iteration 19Q: 3 clusters Score -96164.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -96164.367188 Penalty: 729.544922 Iteration 20F: 3 clusters Score -96164.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -96164.765625 Penalty: 729.544922 Iteration 21Q: 3 clusters Score -96164.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -96167.132812 Penalty: 729.544922 Iteration 22Q: 3 clusters Score -96167.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -96171.835938 Penalty: 729.544922 Iteration 23Q: 3 clusters Score -96171.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -96176.109375 Penalty: 729.544922 Iteration 24Q: 3 clusters Score -96176.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -96178.281250 Penalty: 729.544922 Iteration 25Q: 3 clusters Score -96178.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -96180.304688 Penalty: 729.544922 Iteration 26Q: 3 clusters Score -96180.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -96181.539062 Penalty: 729.544922 Iteration 27Q: 3 clusters Score -96181.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -96181.609375 Penalty: 729.544922 Iteration 28Q: 3 clusters Score -96181.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -96183.015625 Penalty: 729.544922 Iteration 29Q: 3 clusters Score -96183.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -96184.906250 Penalty: 729.544922 Iteration 30Q: 3 clusters Score -96184.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -96186.851562 Penalty: 729.544922 Iteration 31Q: 3 clusters Score -96186.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -96189.359375 Penalty: 729.544922 Iteration 32Q: 3 clusters Score -96189.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -96190.328125 Penalty: 729.544922 Iteration 33Q: 3 clusters Score -96190.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -96191.929688 Penalty: 729.544922 Iteration 34Q: 3 clusters Score -96191.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -96194.093750 Penalty: 729.544922 Iteration 35Q: 3 clusters Score -96194.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -96198.015625 Penalty: 729.544922 Iteration 36Q: 3 clusters Score -96198.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -96200.890625 Penalty: 729.544922 Iteration 37Q: 3 clusters Score -96200.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -96202.265625 Penalty: 729.544922 Iteration 38Q: 3 clusters Score -96202.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -96203.859375 Penalty: 729.544922 Iteration 39Q: 3 clusters Score -96203.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -96208.023438 Penalty: 729.544922 Iteration 40F: 3 clusters Score -96208.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -96208.296875 Penalty: 729.544922 Iteration 41Q: 3 clusters Score -96208.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -96208.296875 Penalty: 729.544922 Iteration 42F: 3 clusters Score -96208.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (30094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30094 members Entering Unmasked Estep Score: -1105583.625000 Penalty: 469.199707 Iteration 0F: 2 clusters Score -1105584 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15085 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -1085386.750000 Penalty: 938.399414 Iteration 0F: 3 clusters Score -1085387 nChanged 14332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15461 members Mstep: Class 2 contains 14633 members Entering Unmasked Estep Score: -1094059.250000 Penalty: 938.399414 Iteration 1F: 3 clusters Score -1094059 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 14535 members Entering Unmasked Estep Score: -1094744.500000 Penalty: 938.399414 Iteration 2F: 3 clusters Score -1094744 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15638 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -1095615.875000 Penalty: 938.399414 Iteration 3F: 3 clusters Score -1095616 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15759 members Mstep: Class 2 contains 14335 members Entering Unmasked Estep Score: -1096487.625000 Penalty: 938.399414 Iteration 4F: 3 clusters Score -1096488 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -1097187.000000 Penalty: 938.399414 Iteration 5F: 3 clusters Score -1097187 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16305 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -1097636.125000 Penalty: 938.399414 Iteration 6Q: 3 clusters Score -1097636 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16758 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -1097962.125000 Penalty: 938.399414 Iteration 7Q: 3 clusters Score -1097962 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17319 members Mstep: Class 2 contains 12775 members Entering Unmasked Estep Score: -1098258.625000 Penalty: 938.399414 Iteration 8Q: 3 clusters Score -1098259 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17947 members Mstep: Class 2 contains 12147 members Entering Unmasked Estep Score: -1098548.875000 Penalty: 938.399414 Iteration 9Q: 3 clusters Score -1098549 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18633 members Mstep: Class 2 contains 11461 members Entering Unmasked Estep Score: -1098852.375000 Penalty: 938.399414 Iteration 10Q: 3 clusters Score -1098852 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19345 members Mstep: Class 2 contains 10749 members Entering Unmasked Estep Score: -1099181.375000 Penalty: 938.399414 Iteration 11Q: 3 clusters Score -1099181 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20077 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -1099503.750000 Penalty: 938.399414 Iteration 12Q: 3 clusters Score -1099504 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20832 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -1099868.000000 Penalty: 938.399414 Iteration 13Q: 3 clusters Score -1099868 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21602 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -1100255.375000 Penalty: 938.399414 Iteration 14Q: 3 clusters Score -1100255 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22303 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -1100598.000000 Penalty: 938.399414 Iteration 15Q: 3 clusters Score -1100598 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23023 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -1100932.000000 Penalty: 938.399414 Iteration 16Q: 3 clusters Score -1100932 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23729 members Mstep: Class 2 contains 6365 members Entering Unmasked Estep Score: -1101250.500000 Penalty: 938.399414 Iteration 17Q: 3 clusters Score -1101250 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24438 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1101578.250000 Penalty: 938.399414 Iteration 18Q: 3 clusters Score -1101578 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25132 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1101918.750000 Penalty: 938.399414 Iteration 19Q: 3 clusters Score -1101919 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25848 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -1102295.625000 Penalty: 938.399414 Iteration 20F: 3 clusters Score -1102296 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26546 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -1102689.750000 Penalty: 938.399414 Iteration 21Q: 3 clusters Score -1102690 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27196 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1103088.000000 Penalty: 938.399414 Iteration 22Q: 3 clusters Score -1103088 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27828 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1103512.625000 Penalty: 938.399414 Iteration 23Q: 3 clusters Score -1103513 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28408 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -1103948.875000 Penalty: 938.399414 Iteration 24Q: 3 clusters Score -1103949 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28899 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1104302.875000 Penalty: 938.399414 Iteration 25Q: 3 clusters Score -1104303 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29265 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1104562.250000 Penalty: 938.399414 Iteration 26Q: 3 clusters Score -1104562 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29555 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1104779.125000 Penalty: 938.399414 Iteration 27Q: 3 clusters Score -1104779 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29760 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1104928.500000 Penalty: 938.399414 Iteration 28Q: 3 clusters Score -1104928 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29871 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1105017.375000 Penalty: 938.399414 Iteration 29Q: 3 clusters Score -1105017 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29949 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -1105090.750000 Penalty: 938.399414 Iteration 30Q: 3 clusters Score -1105091 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29989 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1105131.750000 Penalty: 938.399414 Iteration 31Q: 3 clusters Score -1105132 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30004 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -1105146.875000 Penalty: 938.399414 Iteration 32Q: 3 clusters Score -1105147 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30006 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -1105156.125000 Penalty: 938.399414 Iteration 33Q: 3 clusters Score -1105156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30014 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -1105166.375000 Penalty: 938.399414 Iteration 34Q: 3 clusters Score -1105166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30018 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1105174.625000 Penalty: 938.399414 Iteration 35Q: 3 clusters Score -1105175 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1105175.375000 Penalty: 938.399414 Iteration 36Q: 3 clusters Score -1105175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -1105179.000000 Penalty: 938.399414 Iteration 37Q: 3 clusters Score -1105179 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30021 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1105183.250000 Penalty: 938.399414 Iteration 38Q: 3 clusters Score -1105183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30021 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1105186.000000 Penalty: 938.399414 Iteration 39Q: 3 clusters Score -1105186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30021 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -1105186.000000 Penalty: 938.399414 Iteration 40F: 3 clusters Score -1105186 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Entering Unmasked Estep Score: -32966.363281 Penalty: 317.338776 Iteration 0F: 2 clusters Score -32966.36 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 519 members Entering Unmasked Estep Score: -32115.833984 Penalty: 634.677551 Iteration 0F: 3 clusters Score -32115.83 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -32389.685547 Penalty: 634.677551 Iteration 1F: 3 clusters Score -32389.69 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -32457.521484 Penalty: 634.677551 Iteration 2F: 3 clusters Score -32457.52 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -32492.119141 Penalty: 634.677551 Iteration 3F: 3 clusters Score -32492.12 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -32523.445312 Penalty: 634.677551 Iteration 4Q: 3 clusters Score -32523.45 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -32544.369141 Penalty: 634.677551 Iteration 5Q: 3 clusters Score -32544.37 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -32565.531250 Penalty: 634.677551 Iteration 6Q: 3 clusters Score -32565.53 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -32584.964844 Penalty: 634.677551 Iteration 7Q: 3 clusters Score -32584.96 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -32604.039062 Penalty: 634.677551 Iteration 8Q: 3 clusters Score -32604.04 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -32628.912109 Penalty: 634.677551 Iteration 9Q: 3 clusters Score -32628.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -32666.236328 Penalty: 634.677551 Iteration 10Q: 3 clusters Score -32666.24 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -32695.453125 Penalty: 634.677551 Iteration 11Q: 3 clusters Score -32695.45 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -32716.910156 Penalty: 634.677551 Iteration 12Q: 3 clusters Score -32716.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -32733.394531 Penalty: 634.677551 Iteration 13Q: 3 clusters Score -32733.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -32740.748047 Penalty: 634.677551 Iteration 14Q: 3 clusters Score -32740.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -32744.816406 Penalty: 634.677551 Iteration 15Q: 3 clusters Score -32744.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -32746.429688 Penalty: 634.677551 Iteration 16Q: 3 clusters Score -32746.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -32746.751953 Penalty: 634.677551 Iteration 17Q: 3 clusters Score -32746.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -32746.751953 Penalty: 634.677551 Iteration 18F: 3 clusters Score -32746.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Entering Unmasked Estep Score: -55972.238281 Penalty: 346.808960 Iteration 0F: 2 clusters Score -55972.24 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 1024 members Entering Unmasked Estep Score: -54703.261719 Penalty: 693.617920 Iteration 0F: 3 clusters Score -54703.26 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -57356.425781 Penalty: 693.617920 Iteration 1F: 3 clusters Score -57356.43 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -58291.093750 Penalty: 693.617920 Iteration 2F: 3 clusters Score -58291.09 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -58516.472656 Penalty: 693.617920 Iteration 3F: 3 clusters Score -58516.47 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -58560.945312 Penalty: 693.617920 Iteration 4Q: 3 clusters Score -58560.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -58578.062500 Penalty: 693.617920 Iteration 5Q: 3 clusters Score -58578.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -58588.933594 Penalty: 693.617920 Iteration 6Q: 3 clusters Score -58588.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -58593.734375 Penalty: 693.617920 Iteration 7Q: 3 clusters Score -58593.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -58598.976562 Penalty: 693.617920 Iteration 8Q: 3 clusters Score -58598.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -58606.156250 Penalty: 693.617920 Iteration 9Q: 3 clusters Score -58606.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -58612.871094 Penalty: 693.617920 Iteration 10Q: 3 clusters Score -58612.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -58619.699219 Penalty: 693.617920 Iteration 11Q: 3 clusters Score -58619.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -58623.738281 Penalty: 693.617920 Iteration 12Q: 3 clusters Score -58623.74 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -58632.480469 Penalty: 693.617920 Iteration 13Q: 3 clusters Score -58632.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -58637.992188 Penalty: 693.617920 Iteration 14Q: 3 clusters Score -58637.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -58641.007812 Penalty: 693.617920 Iteration 15Q: 3 clusters Score -58641.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -58643.300781 Penalty: 693.617920 Iteration 16Q: 3 clusters Score -58643.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -58643.835938 Penalty: 693.617920 Iteration 17Q: 3 clusters Score -58643.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -58644.007812 Penalty: 693.617920 Iteration 18Q: 3 clusters Score -58644.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -58644.007812 Penalty: 693.617920 Iteration 19F: 3 clusters Score -58644.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 12339 members Mstep: Class 3 contains 17415 members Mstep: Class 4 contains 14098 members Mstep: Class 5 contains 6231 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11592 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 6711 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 12168 members Mstep: Class 12 contains 2363 members Mstep: Class 13 contains 3032 members Mstep: Class 14 contains 30094 members Mstep: Class 15 contains 1069 members Mstep: Class 16 contains 758 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 10039 members Mstep: Class 19 contains 11875 members Mstep: Class 20 contains 2810 members Mstep: Class 21 contains 678 members Mstep: Class 22 contains 1285 members Entering Unmasked Estep Score: -4940919.000000 Penalty: 11966.129883 Splitting cluster 16 changes total score from -4927164.000000 to -4940919.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 17 (803 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Entering Unmasked Estep Score: -27823.000000 Penalty: 304.320129 Iteration 0F: 2 clusters Score -27823 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -27144.251953 Penalty: 608.640259 Iteration 0F: 3 clusters Score -27144.25 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -27370.013672 Penalty: 608.640259 Iteration 1F: 3 clusters Score -27370.01 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -27424.216797 Penalty: 608.640259 Iteration 2F: 3 clusters Score -27424.22 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -27460.912109 Penalty: 608.640259 Iteration 3F: 3 clusters Score -27460.91 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -27480.927734 Penalty: 608.640259 Iteration 4Q: 3 clusters Score -27480.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -27496.234375 Penalty: 608.640259 Iteration 5Q: 3 clusters Score -27496.23 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -27503.611328 Penalty: 608.640259 Iteration 6Q: 3 clusters Score -27503.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -27507.589844 Penalty: 608.640259 Iteration 7Q: 3 clusters Score -27507.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -27511.185547 Penalty: 608.640259 Iteration 8Q: 3 clusters Score -27511.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -27514.384766 Penalty: 608.640259 Iteration 9Q: 3 clusters Score -27514.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -27520.148438 Penalty: 608.640259 Iteration 10Q: 3 clusters Score -27520.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -27526.427734 Penalty: 608.640259 Iteration 11Q: 3 clusters Score -27526.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -27529.068359 Penalty: 608.640259 Iteration 12Q: 3 clusters Score -27529.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -27533.064453 Penalty: 608.640259 Iteration 13Q: 3 clusters Score -27533.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -27537.007812 Penalty: 608.640259 Iteration 14Q: 3 clusters Score -27537.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -27541.623047 Penalty: 608.640259 Iteration 15Q: 3 clusters Score -27541.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -27542.830078 Penalty: 608.640259 Iteration 16Q: 3 clusters Score -27542.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -27542.830078 Penalty: 608.640259 Iteration 17F: 3 clusters Score -27542.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Entering Unmasked Estep Score: -353366.218750 Penalty: 419.247589 Iteration 0F: 2 clusters Score -353366.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -346779.562500 Penalty: 838.495178 Iteration 0F: 3 clusters Score -346779.6 nChanged 4597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -349299.312500 Penalty: 838.495178 Iteration 1F: 3 clusters Score -349299.3 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -349602.625000 Penalty: 838.495178 Iteration 2F: 3 clusters Score -349602.6 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -349952.562500 Penalty: 838.495178 Iteration 3F: 3 clusters Score -349952.6 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -350403.718750 Penalty: 838.495178 Iteration 4F: 3 clusters Score -350403.7 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -351089.000000 Penalty: 838.495178 Iteration 5F: 3 clusters Score -351089 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -351914.406250 Penalty: 838.495178 Iteration 6F: 3 clusters Score -351914.4 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -352583.843750 Penalty: 838.495178 Iteration 7F: 3 clusters Score -352583.8 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -352954.750000 Penalty: 838.495178 Iteration 8F: 3 clusters Score -352954.8 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -353200.312500 Penalty: 838.495178 Iteration 9Q: 3 clusters Score -353200.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -353417.375000 Penalty: 838.495178 Iteration 10Q: 3 clusters Score -353417.4 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -353647.531250 Penalty: 838.495178 Iteration 11Q: 3 clusters Score -353647.5 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -353917.687500 Penalty: 838.495178 Iteration 12Q: 3 clusters Score -353917.7 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -354144.218750 Penalty: 838.495178 Iteration 13Q: 3 clusters Score -354144.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6608 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -354338.125000 Penalty: 838.495178 Iteration 14Q: 3 clusters Score -354338.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -354471.437500 Penalty: 838.495178 Iteration 15Q: 3 clusters Score -354471.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -354548.406250 Penalty: 838.495178 Iteration 16Q: 3 clusters Score -354548.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -354589.406250 Penalty: 838.495178 Iteration 17Q: 3 clusters Score -354589.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -354611.093750 Penalty: 838.495178 Iteration 18Q: 3 clusters Score -354611.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -354622.781250 Penalty: 838.495178 Iteration 19Q: 3 clusters Score -354622.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -354634.468750 Penalty: 838.495178 Iteration 20F: 3 clusters Score -354634.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -354642.500000 Penalty: 838.495178 Iteration 21Q: 3 clusters Score -354642.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7277 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -354651.906250 Penalty: 838.495178 Iteration 22Q: 3 clusters Score -354651.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -354659.687500 Penalty: 838.495178 Iteration 23Q: 3 clusters Score -354659.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -354666.156250 Penalty: 838.495178 Iteration 24Q: 3 clusters Score -354666.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -354668.562500 Penalty: 838.495178 Iteration 25Q: 3 clusters Score -354668.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -354671.000000 Penalty: 838.495178 Iteration 26Q: 3 clusters Score -354671 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -354670.843750 Penalty: 838.495178 Iteration 27Q: 3 clusters Score -354670.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -354670.500000 Penalty: 838.495178 Iteration 28Q: 3 clusters Score -354670.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -354670.625000 Penalty: 838.495178 Iteration 29Q: 3 clusters Score -354670.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -354670.468750 Penalty: 838.495178 Iteration 30Q: 3 clusters Score -354670.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -354670.906250 Penalty: 838.495178 Iteration 31Q: 3 clusters Score -354670.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -354670.593750 Penalty: 838.495178 Iteration 32Q: 3 clusters Score -354670.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7390 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -354671.218750 Penalty: 838.495178 Iteration 33Q: 3 clusters Score -354671.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7391 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -354671.562500 Penalty: 838.495178 Iteration 34Q: 3 clusters Score -354671.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -354671.750000 Penalty: 838.495178 Iteration 35Q: 3 clusters Score -354671.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -354671.187500 Penalty: 838.495178 Iteration 36Q: 3 clusters Score -354671.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -354671.187500 Penalty: 838.495178 Iteration 37F: 3 clusters Score -354671.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 12339 members Mstep: Class 3 contains 17415 members Mstep: Class 4 contains 14098 members Mstep: Class 5 contains 6231 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11592 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 6711 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 12168 members Mstep: Class 12 contains 2363 members Mstep: Class 13 contains 3032 members Mstep: Class 14 contains 30094 members Mstep: Class 15 contains 1069 members Mstep: Class 16 contains 758 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 7393 members Mstep: Class 19 contains 11875 members Mstep: Class 20 contains 2810 members Mstep: Class 21 contains 678 members Mstep: Class 22 contains 1285 members Mstep: Class 23 contains 2646 members Entering Unmasked Estep Score: -4942107.000000 Penalty: 12510.044922 Splitting cluster 18 changes total score from -4927164.000000 to -4942107.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 19 (11875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Entering Unmasked Estep Score: -411175.531250 Penalty: 426.889679 Iteration 0F: 2 clusters Score -411175.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 5961 members Entering Unmasked Estep Score: -403334.968750 Penalty: 853.779358 Iteration 0F: 3 clusters Score -403335 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -406482.843750 Penalty: 853.779358 Iteration 1F: 3 clusters Score -406482.8 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 6544 members Entering Unmasked Estep Score: -406792.031250 Penalty: 853.779358 Iteration 2F: 3 clusters Score -406792 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -407143.500000 Penalty: 853.779358 Iteration 3F: 3 clusters Score -407143.5 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -407613.250000 Penalty: 853.779358 Iteration 4F: 3 clusters Score -407613.2 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -408237.531250 Penalty: 853.779358 Iteration 5F: 3 clusters Score -408237.5 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -408968.718750 Penalty: 853.779358 Iteration 6F: 3 clusters Score -408968.7 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -409534.687500 Penalty: 853.779358 Iteration 7F: 3 clusters Score -409534.7 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -409819.031250 Penalty: 853.779358 Iteration 8Q: 3 clusters Score -409819 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 8566 members Entering Unmasked Estep Score: -409950.968750 Penalty: 853.779358 Iteration 9Q: 3 clusters Score -409951 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -410026.906250 Penalty: 853.779358 Iteration 10Q: 3 clusters Score -410026.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -410072.593750 Penalty: 853.779358 Iteration 11Q: 3 clusters Score -410072.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -410101.093750 Penalty: 853.779358 Iteration 12Q: 3 clusters Score -410101.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -410120.781250 Penalty: 853.779358 Iteration 13Q: 3 clusters Score -410120.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -410142.093750 Penalty: 853.779358 Iteration 14Q: 3 clusters Score -410142.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -410161.468750 Penalty: 853.779358 Iteration 15Q: 3 clusters Score -410161.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -410180.531250 Penalty: 853.779358 Iteration 16Q: 3 clusters Score -410180.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -410199.500000 Penalty: 853.779358 Iteration 17Q: 3 clusters Score -410199.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 9017 members Entering Unmasked Estep Score: -410217.531250 Penalty: 853.779358 Iteration 18Q: 3 clusters Score -410217.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 9072 members Entering Unmasked Estep Score: -410230.843750 Penalty: 853.779358 Iteration 19Q: 3 clusters Score -410230.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -410245.281250 Penalty: 853.779358 Iteration 20F: 3 clusters Score -410245.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -410262.718750 Penalty: 853.779358 Iteration 21Q: 3 clusters Score -410262.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 9212 members Entering Unmasked Estep Score: -410279.437500 Penalty: 853.779358 Iteration 22Q: 3 clusters Score -410279.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 9268 members Entering Unmasked Estep Score: -410293.812500 Penalty: 853.779358 Iteration 23Q: 3 clusters Score -410293.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -410305.093750 Penalty: 853.779358 Iteration 24Q: 3 clusters Score -410305.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -410311.906250 Penalty: 853.779358 Iteration 25Q: 3 clusters Score -410311.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -410320.093750 Penalty: 853.779358 Iteration 26Q: 3 clusters Score -410320.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -410324.437500 Penalty: 853.779358 Iteration 27Q: 3 clusters Score -410324.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -410329.718750 Penalty: 853.779358 Iteration 28Q: 3 clusters Score -410329.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -410334.343750 Penalty: 853.779358 Iteration 29Q: 3 clusters Score -410334.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -410343.562500 Penalty: 853.779358 Iteration 30Q: 3 clusters Score -410343.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -410352.437500 Penalty: 853.779358 Iteration 31Q: 3 clusters Score -410352.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 9636 members Entering Unmasked Estep Score: -410361.343750 Penalty: 853.779358 Iteration 32Q: 3 clusters Score -410361.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -410369.718750 Penalty: 853.779358 Iteration 33Q: 3 clusters Score -410369.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -410376.718750 Penalty: 853.779358 Iteration 34Q: 3 clusters Score -410376.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -410386.906250 Penalty: 853.779358 Iteration 35Q: 3 clusters Score -410386.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -410398.000000 Penalty: 853.779358 Iteration 36Q: 3 clusters Score -410398 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -410406.000000 Penalty: 853.779358 Iteration 37Q: 3 clusters Score -410406 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -410414.125000 Penalty: 853.779358 Iteration 38Q: 3 clusters Score -410414.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -410424.937500 Penalty: 853.779358 Iteration 39Q: 3 clusters Score -410424.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -410432.125000 Penalty: 853.779358 Iteration 40F: 3 clusters Score -410432.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -410439.531250 Penalty: 853.779358 Iteration 41Q: 3 clusters Score -410439.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -410444.968750 Penalty: 853.779358 Iteration 42Q: 3 clusters Score -410445 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 10116 members Entering Unmasked Estep Score: -410456.531250 Penalty: 853.779358 Iteration 43Q: 3 clusters Score -410456.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -410463.468750 Penalty: 853.779358 Iteration 44Q: 3 clusters Score -410463.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -410470.687500 Penalty: 853.779358 Iteration 45Q: 3 clusters Score -410470.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -410476.062500 Penalty: 853.779358 Iteration 46Q: 3 clusters Score -410476.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 10262 members Entering Unmasked Estep Score: -410483.968750 Penalty: 853.779358 Iteration 47Q: 3 clusters Score -410484 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -410492.281250 Penalty: 853.779358 Iteration 48Q: 3 clusters Score -410492.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 10361 members Entering Unmasked Estep Score: -410508.968750 Penalty: 853.779358 Iteration 49Q: 3 clusters Score -410509 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -410526.156250 Penalty: 853.779358 Iteration 50Q: 3 clusters Score -410526.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -410542.062500 Penalty: 853.779358 Iteration 51Q: 3 clusters Score -410542.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -410552.625000 Penalty: 853.779358 Iteration 52Q: 3 clusters Score -410552.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -410559.968750 Penalty: 853.779358 Iteration 53Q: 3 clusters Score -410560 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -410563.687500 Penalty: 853.779358 Iteration 54Q: 3 clusters Score -410563.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 10616 members Entering Unmasked Estep Score: -410568.687500 Penalty: 853.779358 Iteration 55Q: 3 clusters Score -410568.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 10639 members Entering Unmasked Estep Score: -410572.562500 Penalty: 853.779358 Iteration 56Q: 3 clusters Score -410572.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -410573.218750 Penalty: 853.779358 Iteration 57Q: 3 clusters Score -410573.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -410574.218750 Penalty: 853.779358 Iteration 58Q: 3 clusters Score -410574.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 10687 members Entering Unmasked Estep Score: -410577.562500 Penalty: 853.779358 Iteration 59Q: 3 clusters Score -410577.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 10713 members Entering Unmasked Estep Score: -410580.593750 Penalty: 853.779358 Iteration 60F: 3 clusters Score -410580.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -410588.218750 Penalty: 853.779358 Iteration 61Q: 3 clusters Score -410588.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 10782 members Entering Unmasked Estep Score: -410598.093750 Penalty: 853.779358 Iteration 62Q: 3 clusters Score -410598.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -410607.593750 Penalty: 853.779358 Iteration 63Q: 3 clusters Score -410607.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -410612.250000 Penalty: 853.779358 Iteration 64Q: 3 clusters Score -410612.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 10868 members Entering Unmasked Estep Score: -410615.500000 Penalty: 853.779358 Iteration 65Q: 3 clusters Score -410615.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 10884 members Entering Unmasked Estep Score: -410618.375000 Penalty: 853.779358 Iteration 66Q: 3 clusters Score -410618.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 10896 members Entering Unmasked Estep Score: -410621.406250 Penalty: 853.779358 Iteration 67Q: 3 clusters Score -410621.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 10914 members Entering Unmasked Estep Score: -410625.093750 Penalty: 853.779358 Iteration 68Q: 3 clusters Score -410625.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -410627.750000 Penalty: 853.779358 Iteration 69Q: 3 clusters Score -410627.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 10945 members Entering Unmasked Estep Score: -410629.531250 Penalty: 853.779358 Iteration 70Q: 3 clusters Score -410629.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 10962 members Entering Unmasked Estep Score: -410631.437500 Penalty: 853.779358 Iteration 71Q: 3 clusters Score -410631.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 10976 members Entering Unmasked Estep Score: -410635.031250 Penalty: 853.779358 Iteration 72Q: 3 clusters Score -410635 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -410636.718750 Penalty: 853.779358 Iteration 73Q: 3 clusters Score -410636.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 11000 members Entering Unmasked Estep Score: -410639.031250 Penalty: 853.779358 Iteration 74Q: 3 clusters Score -410639 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -410640.312500 Penalty: 853.779358 Iteration 75Q: 3 clusters Score -410640.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 11023 members Entering Unmasked Estep Score: -410642.031250 Penalty: 853.779358 Iteration 76Q: 3 clusters Score -410642 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -410642.687500 Penalty: 853.779358 Iteration 77Q: 3 clusters Score -410642.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -410645.125000 Penalty: 853.779358 Iteration 78Q: 3 clusters Score -410645.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 11047 members Entering Unmasked Estep Score: -410647.781250 Penalty: 853.779358 Iteration 79Q: 3 clusters Score -410647.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -410647.812500 Penalty: 853.779358 Iteration 80F: 3 clusters Score -410647.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -410651.250000 Penalty: 853.779358 Iteration 81Q: 3 clusters Score -410651.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 11085 members Entering Unmasked Estep Score: -410655.156250 Penalty: 853.779358 Iteration 82Q: 3 clusters Score -410655.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -410656.281250 Penalty: 853.779358 Iteration 83Q: 3 clusters Score -410656.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -410657.312500 Penalty: 853.779358 Iteration 84Q: 3 clusters Score -410657.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 11114 members Entering Unmasked Estep Score: -410658.718750 Penalty: 853.779358 Iteration 85Q: 3 clusters Score -410658.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 11121 members Entering Unmasked Estep Score: -410659.687500 Penalty: 853.779358 Iteration 86Q: 3 clusters Score -410659.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -410659.781250 Penalty: 853.779358 Iteration 87Q: 3 clusters Score -410659.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 11129 members Entering Unmasked Estep Score: -410660.500000 Penalty: 853.779358 Iteration 88Q: 3 clusters Score -410660.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -410660.593750 Penalty: 853.779358 Iteration 89Q: 3 clusters Score -410660.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 11136 members Entering Unmasked Estep Score: -410661.750000 Penalty: 853.779358 Iteration 90Q: 3 clusters Score -410661.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 11139 members Entering Unmasked Estep Score: -410662.656250 Penalty: 853.779358 Iteration 91Q: 3 clusters Score -410662.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -410662.781250 Penalty: 853.779358 Iteration 92Q: 3 clusters Score -410662.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -410664.375000 Penalty: 853.779358 Iteration 93Q: 3 clusters Score -410664.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -410666.812500 Penalty: 853.779358 Iteration 94Q: 3 clusters Score -410666.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -410669.156250 Penalty: 853.779358 Iteration 95Q: 3 clusters Score -410669.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -410672.281250 Penalty: 853.779358 Iteration 96Q: 3 clusters Score -410672.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -410673.375000 Penalty: 853.779358 Iteration 97Q: 3 clusters Score -410673.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -410675.250000 Penalty: 853.779358 Iteration 98Q: 3 clusters Score -410675.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -410676.656250 Penalty: 853.779358 Iteration 99Q: 3 clusters Score -410676.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -410677.062500 Penalty: 853.779358 Iteration 100F: 3 clusters Score -410677.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 11225 members Entering Unmasked Estep Score: -410678.375000 Penalty: 853.779358 Iteration 101Q: 3 clusters Score -410678.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -410679.843750 Penalty: 853.779358 Iteration 102Q: 3 clusters Score -410679.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 11233 members Entering Unmasked Estep Score: -410680.156250 Penalty: 853.779358 Iteration 103Q: 3 clusters Score -410680.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -410680.250000 Penalty: 853.779358 Iteration 104Q: 3 clusters Score -410680.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 11242 members Entering Unmasked Estep Score: -410680.531250 Penalty: 853.779358 Iteration 105Q: 3 clusters Score -410680.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -410681.250000 Penalty: 853.779358 Iteration 106Q: 3 clusters Score -410681.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -410681.125000 Penalty: 853.779358 Iteration 107Q: 3 clusters Score -410681.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 11251 members Entering Unmasked Estep Score: -410682.687500 Penalty: 853.779358 Iteration 108Q: 3 clusters Score -410682.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -410683.187500 Penalty: 853.779358 Iteration 109Q: 3 clusters Score -410683.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -410683.312500 Penalty: 853.779358 Iteration 110Q: 3 clusters Score -410683.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -410685.250000 Penalty: 853.779358 Iteration 111Q: 3 clusters Score -410685.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 11280 members Entering Unmasked Estep Score: -410686.781250 Penalty: 853.779358 Iteration 112Q: 3 clusters Score -410686.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -410687.250000 Penalty: 853.779358 Iteration 113Q: 3 clusters Score -410687.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 11292 members Entering Unmasked Estep Score: -410688.625000 Penalty: 853.779358 Iteration 114Q: 3 clusters Score -410688.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -410690.500000 Penalty: 853.779358 Iteration 115Q: 3 clusters Score -410690.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -410692.406250 Penalty: 853.779358 Iteration 116Q: 3 clusters Score -410692.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 11320 members Entering Unmasked Estep Score: -410696.156250 Penalty: 853.779358 Iteration 117Q: 3 clusters Score -410696.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -410702.281250 Penalty: 853.779358 Iteration 118Q: 3 clusters Score -410702.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -410707.187500 Penalty: 853.779358 Iteration 119Q: 3 clusters Score -410707.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -410709.281250 Penalty: 853.779358 Iteration 120F: 3 clusters Score -410709.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 11357 members Entering Unmasked Estep Score: -410711.843750 Penalty: 853.779358 Iteration 121Q: 3 clusters Score -410711.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -410712.531250 Penalty: 853.779358 Iteration 122Q: 3 clusters Score -410712.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -410713.843750 Penalty: 853.779358 Iteration 123Q: 3 clusters Score -410713.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 11368 members Entering Unmasked Estep Score: -410715.312500 Penalty: 853.779358 Iteration 124Q: 3 clusters Score -410715.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -410715.812500 Penalty: 853.779358 Iteration 125Q: 3 clusters Score -410715.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -410716.187500 Penalty: 853.779358 Iteration 126Q: 3 clusters Score -410716.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -410716.750000 Penalty: 853.779358 Iteration 127Q: 3 clusters Score -410716.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -410716.031250 Penalty: 853.779358 Iteration 128Q: 3 clusters Score -410716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 11380 members Entering Unmasked Estep Score: -410716.031250 Penalty: 853.779358 Iteration 129F: 3 clusters Score -410716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 6683 members Mstep: Class 3 contains 17415 members Mstep: Class 4 contains 14098 members Mstep: Class 5 contains 6231 members Mstep: Class 6 contains 643 members Mstep: Class 7 contains 11592 members Mstep: Class 8 contains 2427 members Mstep: Class 9 contains 6711 members Mstep: Class 10 contains 312 members Mstep: Class 11 contains 12168 members Mstep: Class 12 contains 2363 members Mstep: Class 13 contains 3032 members Mstep: Class 14 contains 30094 members Mstep: Class 15 contains 1069 members Mstep: Class 16 contains 758 members Mstep: Class 17 contains 803 members Mstep: Class 18 contains 7393 members Mstep: Class 19 contains 11875 members Entering Unmasked Estep ConsiderDeletion Score: -4945279.000000 Penalty: 12510.044922 Iteration 39Q: 24 clusters Score -4945279 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 11212 members Mstep: Class 3 contains 17413 members Mstep: Class 4 contains 14194 members Mstep: Class 5 contains 6201 members Mstep: Class 6 contains 644 members Mstep: Class 7 contains 11685 members Mstep: Class 8 contains 2730 members Mstep: Class 9 contains 6675 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 12123 members Mstep: Class 12 contains 2393 members Mstep: Class 13 contains 3003 members Mstep: Class 14 contains 30097 members Mstep: Class 15 contains 1041 members Mstep: Class 16 contains 705 members Mstep: Class 17 contains 810 members Mstep: Class 18 contains 8035 members Mstep: Class 19 contains 12253 members Mstep: Class 20 contains 2671 members Mstep: Class 21 contains 545 members Mstep: Class 22 contains 1260 members Mstep: Class 23 contains 2553 members Entering Unmasked Estep ConsiderDeletion Score: -4948002.500000 Penalty: 12510.044922 Iteration 40F: 24 clusters Score -4948002 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 10418 members Mstep: Class 3 contains 17210 members Mstep: Class 4 contains 14218 members Mstep: Class 5 contains 6242 members Mstep: Class 6 contains 657 members Mstep: Class 7 contains 11685 members Mstep: Class 8 contains 3001 members Mstep: Class 9 contains 6681 members Mstep: Class 10 contains 575 members Mstep: Class 11 contains 12038 members Mstep: Class 12 contains 2400 members Mstep: Class 13 contains 2992 members Mstep: Class 14 contains 30089 members Mstep: Class 15 contains 1014 members Mstep: Class 16 contains 676 members Mstep: Class 17 contains 816 members Mstep: Class 18 contains 8502 members Mstep: Class 19 contains 12580 members Mstep: Class 20 contains 2602 members Mstep: Class 21 contains 548 members Mstep: Class 22 contains 1254 members Mstep: Class 23 contains 2540 members Entering Unmasked Estep ConsiderDeletion Score: -4949207.500000 Penalty: 12510.044922 Iteration 41Q: 24 clusters Score -4949208 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 9772 members Mstep: Class 3 contains 17031 members Mstep: Class 4 contains 14224 members Mstep: Class 5 contains 6260 members Mstep: Class 6 contains 664 members Mstep: Class 7 contains 11646 members Mstep: Class 8 contains 3217 members Mstep: Class 9 contains 6709 members Mstep: Class 10 contains 672 members Mstep: Class 11 contains 11932 members Mstep: Class 12 contains 2414 members Mstep: Class 13 contains 2978 members Mstep: Class 14 contains 30082 members Mstep: Class 15 contains 980 members Mstep: Class 16 contains 647 members Mstep: Class 17 contains 817 members Mstep: Class 18 contains 8929 members Mstep: Class 19 contains 12886 members Mstep: Class 20 contains 2532 members Mstep: Class 21 contains 565 members Mstep: Class 22 contains 1250 members Mstep: Class 23 contains 2545 members Entering Unmasked Estep ConsiderDeletion Score: -4949957.500000 Penalty: 12510.044922 Iteration 42Q: 24 clusters Score -4949958 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 9241 members Mstep: Class 3 contains 16869 members Mstep: Class 4 contains 14230 members Mstep: Class 5 contains 6264 members Mstep: Class 6 contains 670 members Mstep: Class 7 contains 11602 members Mstep: Class 8 contains 3380 members Mstep: Class 9 contains 6739 members Mstep: Class 10 contains 768 members Mstep: Class 11 contains 11824 members Mstep: Class 12 contains 2428 members Mstep: Class 13 contains 2981 members Mstep: Class 14 contains 30079 members Mstep: Class 15 contains 954 members Mstep: Class 16 contains 625 members Mstep: Class 17 contains 819 members Mstep: Class 18 contains 9319 members Mstep: Class 19 contains 13121 members Mstep: Class 20 contains 2463 members Mstep: Class 21 contains 586 members Mstep: Class 22 contains 1246 members Mstep: Class 23 contains 2550 members Entering Unmasked Estep ConsiderDeletion Score: -4950485.000000 Penalty: 12510.044922 Iteration 43Q: 24 clusters Score -4950485 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 8795 members Mstep: Class 3 contains 16768 members Mstep: Class 4 contains 14225 members Mstep: Class 5 contains 6247 members Mstep: Class 6 contains 675 members Mstep: Class 7 contains 11556 members Mstep: Class 8 contains 3508 members Mstep: Class 9 contains 6771 members Mstep: Class 10 contains 827 members Mstep: Class 11 contains 11740 members Mstep: Class 12 contains 2436 members Mstep: Class 13 contains 2980 members Mstep: Class 14 contains 30071 members Mstep: Class 15 contains 935 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 822 members Mstep: Class 18 contains 9664 members Mstep: Class 19 contains 13336 members Mstep: Class 20 contains 2400 members Mstep: Class 21 contains 610 members Mstep: Class 22 contains 1244 members Mstep: Class 23 contains 2553 members Entering Unmasked Estep ConsiderDeletion Score: -4950866.000000 Penalty: 12510.044922 Iteration 44Q: 24 clusters Score -4950866 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 8442 members Mstep: Class 3 contains 16712 members Mstep: Class 4 contains 14217 members Mstep: Class 5 contains 6242 members Mstep: Class 6 contains 684 members Mstep: Class 7 contains 11508 members Mstep: Class 8 contains 3591 members Mstep: Class 9 contains 6797 members Mstep: Class 10 contains 862 members Mstep: Class 11 contains 11671 members Mstep: Class 12 contains 2448 members Mstep: Class 13 contains 2977 members Mstep: Class 14 contains 30064 members Mstep: Class 15 contains 918 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 827 members Mstep: Class 18 contains 9944 members Mstep: Class 19 contains 13513 members Mstep: Class 20 contains 2337 members Mstep: Class 21 contains 638 members Mstep: Class 22 contains 1243 members Mstep: Class 23 contains 2557 members Entering Unmasked Estep ConsiderDeletion Score: -4951171.500000 Penalty: 12510.044922 Iteration 45Q: 24 clusters Score -4951172 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 8106 members Mstep: Class 3 contains 16660 members Mstep: Class 4 contains 14195 members Mstep: Class 5 contains 6226 members Mstep: Class 6 contains 688 members Mstep: Class 7 contains 11469 members Mstep: Class 8 contains 3649 members Mstep: Class 9 contains 6825 members Mstep: Class 10 contains 892 members Mstep: Class 11 contains 11612 members Mstep: Class 12 contains 2461 members Mstep: Class 13 contains 2981 members Mstep: Class 14 contains 30060 members Mstep: Class 15 contains 909 members Mstep: Class 16 contains 594 members Mstep: Class 17 contains 830 members Mstep: Class 18 contains 10257 members Mstep: Class 19 contains 13644 members Mstep: Class 20 contains 2286 members Mstep: Class 21 contains 663 members Mstep: Class 22 contains 1244 members Mstep: Class 23 contains 2556 members Entering Unmasked Estep ConsiderDeletion Score: -4951460.500000 Penalty: 12510.044922 Iteration 46Q: 24 clusters Score -4951460 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 7833 members Mstep: Class 3 contains 16631 members Mstep: Class 4 contains 14165 members Mstep: Class 5 contains 6189 members Mstep: Class 6 contains 693 members Mstep: Class 7 contains 11433 members Mstep: Class 8 contains 3687 members Mstep: Class 9 contains 6851 members Mstep: Class 10 contains 907 members Mstep: Class 11 contains 11565 members Mstep: Class 12 contains 2466 members Mstep: Class 13 contains 2982 members Mstep: Class 14 contains 30055 members Mstep: Class 15 contains 897 members Mstep: Class 16 contains 587 members Mstep: Class 17 contains 830 members Mstep: Class 18 contains 10583 members Mstep: Class 19 contains 13742 members Mstep: Class 20 contains 2246 members Mstep: Class 21 contains 683 members Mstep: Class 22 contains 1243 members Mstep: Class 23 contains 2557 members Entering Unmasked Estep ConsiderDeletion Score: -4951686.000000 Penalty: 12510.044922 Iteration 47Q: 24 clusters Score -4951686 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 7573 members Mstep: Class 3 contains 16611 members Mstep: Class 4 contains 14145 members Mstep: Class 5 contains 6161 members Mstep: Class 6 contains 700 members Mstep: Class 7 contains 11410 members Mstep: Class 8 contains 3715 members Mstep: Class 9 contains 6876 members Mstep: Class 10 contains 922 members Mstep: Class 11 contains 11535 members Mstep: Class 12 contains 2457 members Mstep: Class 13 contains 2974 members Mstep: Class 14 contains 30050 members Mstep: Class 15 contains 879 members Mstep: Class 16 contains 588 members Mstep: Class 17 contains 835 members Mstep: Class 18 contains 10865 members Mstep: Class 19 contains 13837 members Mstep: Class 20 contains 2210 members Mstep: Class 21 contains 701 members Mstep: Class 22 contains 1241 members Mstep: Class 23 contains 2559 members Entering Unmasked Estep ConsiderDeletion Score: -4951871.500000 Penalty: 12510.044922 Iteration 48Q: 24 clusters Score -4951872 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 7331 members Mstep: Class 3 contains 16586 members Mstep: Class 4 contains 14131 members Mstep: Class 5 contains 6141 members Mstep: Class 6 contains 706 members Mstep: Class 7 contains 11395 members Mstep: Class 8 contains 3738 members Mstep: Class 9 contains 6891 members Mstep: Class 10 contains 940 members Mstep: Class 11 contains 11501 members Mstep: Class 12 contains 2460 members Mstep: Class 13 contains 2975 members Mstep: Class 14 contains 30045 members Mstep: Class 15 contains 868 members Mstep: Class 16 contains 587 members Mstep: Class 17 contains 838 members Mstep: Class 18 contains 11134 members Mstep: Class 19 contains 13891 members Mstep: Class 20 contains 2189 members Mstep: Class 21 contains 718 members Mstep: Class 22 contains 1237 members Mstep: Class 23 contains 2558 members Entering Unmasked Estep ConsiderDeletion Score: -4951958.500000 Penalty: 12510.044922 Iteration 49Q: 24 clusters Score -4951958 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 7131 members Mstep: Class 3 contains 16574 members Mstep: Class 4 contains 14123 members Mstep: Class 5 contains 6109 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 11382 members Mstep: Class 8 contains 3757 members Mstep: Class 9 contains 6909 members Mstep: Class 10 contains 948 members Mstep: Class 11 contains 11476 members Mstep: Class 12 contains 2454 members Mstep: Class 13 contains 2986 members Mstep: Class 14 contains 30041 members Mstep: Class 15 contains 862 members Mstep: Class 16 contains 588 members Mstep: Class 17 contains 840 members Mstep: Class 18 contains 11360 members Mstep: Class 19 contains 13921 members Mstep: Class 20 contains 2162 members Mstep: Class 21 contains 736 members Mstep: Class 22 contains 1236 members Mstep: Class 23 contains 2559 members Entering Unmasked Estep ConsiderDeletion Score: -4952035.000000 Penalty: 12510.044922 Iteration 50Q: 24 clusters Score -4952035 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 6971 members Mstep: Class 3 contains 16561 members Mstep: Class 4 contains 14115 members Mstep: Class 5 contains 6080 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 11369 members Mstep: Class 8 contains 3765 members Mstep: Class 9 contains 6923 members Mstep: Class 10 contains 961 members Mstep: Class 11 contains 11456 members Mstep: Class 12 contains 2460 members Mstep: Class 13 contains 3007 members Mstep: Class 14 contains 30033 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 589 members Mstep: Class 17 contains 845 members Mstep: Class 18 contains 11575 members Mstep: Class 19 contains 13913 members Mstep: Class 20 contains 2141 members Mstep: Class 21 contains 741 members Mstep: Class 22 contains 1237 members Mstep: Class 23 contains 2559 members Entering Unmasked Estep ConsiderDeletion Score: -4952089.500000 Penalty: 12510.044922 Iteration 51Q: 24 clusters Score -4952090 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 6843 members Mstep: Class 3 contains 16553 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6046 members Mstep: Class 6 contains 714 members Mstep: Class 7 contains 11355 members Mstep: Class 8 contains 3757 members Mstep: Class 9 contains 6933 members Mstep: Class 10 contains 969 members Mstep: Class 11 contains 11441 members Mstep: Class 12 contains 2463 members Mstep: Class 13 contains 3038 members Mstep: Class 14 contains 30026 members Mstep: Class 15 contains 851 members Mstep: Class 16 contains 590 members Mstep: Class 17 contains 851 members Mstep: Class 18 contains 11764 members Mstep: Class 19 contains 13906 members Mstep: Class 20 contains 2126 members Mstep: Class 21 contains 748 members Mstep: Class 22 contains 1236 members Mstep: Class 23 contains 2558 members Entering Unmasked Estep ConsiderDeletion Score: -4952143.500000 Penalty: 12510.044922 Iteration 52Q: 24 clusters Score -4952144 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 6723 members Mstep: Class 3 contains 16548 members Mstep: Class 4 contains 14093 members Mstep: Class 5 contains 6011 members Mstep: Class 6 contains 716 members Mstep: Class 7 contains 11353 members Mstep: Class 8 contains 3737 members Mstep: Class 9 contains 6941 members Mstep: Class 10 contains 971 members Mstep: Class 11 contains 11418 members Mstep: Class 12 contains 2465 members Mstep: Class 13 contains 3089 members Mstep: Class 14 contains 30018 members Mstep: Class 15 contains 847 members Mstep: Class 16 contains 590 members Mstep: Class 17 contains 856 members Mstep: Class 18 contains 11976 members Mstep: Class 19 contains 13866 members Mstep: Class 20 contains 2114 members Mstep: Class 21 contains 754 members Mstep: Class 22 contains 1236 members Mstep: Class 23 contains 2557 members Entering Unmasked Estep ConsiderDeletion Score: -4952180.000000 Penalty: 12510.044922 Iteration 53Q: 24 clusters Score -4952180 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 6605 members Mstep: Class 3 contains 16548 members Mstep: Class 4 contains 14075 members Mstep: Class 5 contains 5980 members Mstep: Class 6 contains 719 members Mstep: Class 7 contains 11343 members Mstep: Class 8 contains 3716 members Mstep: Class 9 contains 6951 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 11395 members Mstep: Class 12 contains 2459 members Mstep: Class 13 contains 3128 members Mstep: Class 14 contains 30014 members Mstep: Class 15 contains 849 members Mstep: Class 16 contains 588 members Mstep: Class 17 contains 859 members Mstep: Class 18 contains 12219 members Mstep: Class 19 contains 13805 members Mstep: Class 20 contains 2101 members Mstep: Class 21 contains 761 members Mstep: Class 22 contains 1236 members Mstep: Class 23 contains 2555 members Entering Unmasked Estep ConsiderDeletion Score: -4952268.500000 Penalty: 12510.044922 Iteration 54Q: 24 clusters Score -4952268 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 6477 members Mstep: Class 3 contains 16550 members Mstep: Class 4 contains 14060 members Mstep: Class 5 contains 5954 members Mstep: Class 6 contains 721 members Mstep: Class 7 contains 11334 members Mstep: Class 8 contains 3691 members Mstep: Class 9 contains 6962 members Mstep: Class 10 contains 972 members Mstep: Class 11 contains 11378 members Mstep: Class 12 contains 2452 members Mstep: Class 13 contains 3173 members Mstep: Class 14 contains 30009 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 587 members Mstep: Class 17 contains 858 members Mstep: Class 18 contains 12461 members Mstep: Class 19 contains 13738 members Mstep: Class 20 contains 2089 members Mstep: Class 21 contains 770 members Mstep: Class 22 contains 1236 members Mstep: Class 23 contains 2556 members Entering Unmasked Estep ConsiderDeletion Score: -4952334.000000 Penalty: 12510.044922 Iteration 55Q: 24 clusters Score -4952334 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 6344 members Mstep: Class 3 contains 16548 members Mstep: Class 4 contains 14041 members Mstep: Class 5 contains 5935 members Mstep: Class 6 contains 723 members Mstep: Class 7 contains 11324 members Mstep: Class 8 contains 3661 members Mstep: Class 9 contains 6970 members Mstep: Class 10 contains 972 members Mstep: Class 11 contains 11364 members Mstep: Class 12 contains 2449 members Mstep: Class 13 contains 3227 members Mstep: Class 14 contains 30007 members Mstep: Class 15 contains 852 members Mstep: Class 16 contains 589 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 13657 members Mstep: Class 20 contains 2082 members Mstep: Class 21 contains 776 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 2555 members Entering Unmasked Estep ConsiderDeletion Score: -4952414.000000 Penalty: 12510.044922 Iteration 56Q: 24 clusters Score -4952414 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 6225 members Mstep: Class 3 contains 16554 members Mstep: Class 4 contains 14027 members Mstep: Class 5 contains 5921 members Mstep: Class 6 contains 725 members Mstep: Class 7 contains 11314 members Mstep: Class 8 contains 3625 members Mstep: Class 9 contains 6975 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 11347 members Mstep: Class 12 contains 2452 members Mstep: Class 13 contains 3289 members Mstep: Class 14 contains 30005 members Mstep: Class 15 contains 849 members Mstep: Class 16 contains 589 members Mstep: Class 17 contains 865 members Mstep: Class 18 contains 12914 members Mstep: Class 19 contains 13578 members Mstep: Class 20 contains 2072 members Mstep: Class 21 contains 782 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 2557 members Entering Unmasked Estep ConsiderDeletion Score: -4952451.000000 Penalty: 12510.044922 Iteration 57Q: 24 clusters Score -4952451 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 6136 members Mstep: Class 3 contains 16558 members Mstep: Class 4 contains 14016 members Mstep: Class 5 contains 5907 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 11310 members Mstep: Class 8 contains 3586 members Mstep: Class 9 contains 6984 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 11333 members Mstep: Class 12 contains 2451 members Mstep: Class 13 contains 3350 members Mstep: Class 14 contains 30000 members Mstep: Class 15 contains 848 members Mstep: Class 16 contains 588 members Mstep: Class 17 contains 866 members Mstep: Class 18 contains 13129 members Mstep: Class 19 contains 13483 members Mstep: Class 20 contains 2061 members Mstep: Class 21 contains 783 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 2557 members Entering Unmasked Estep ConsiderDeletion Score: -4952504.500000 Penalty: 12510.044922 Iteration 58Q: 24 clusters Score -4952504 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6563 members Mstep: Class 2 contains 6041 members Mstep: Class 3 contains 16562 members Mstep: Class 4 contains 14002 members Mstep: Class 5 contains 5889 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 11302 members Mstep: Class 8 contains 3549 members Mstep: Class 9 contains 6993 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 11331 members Mstep: Class 12 contains 2451 members Mstep: Class 13 contains 3422 members Mstep: Class 14 contains 29998 members Mstep: Class 15 contains 846 members Mstep: Class 16 contains 588 members Mstep: Class 17 contains 870 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 13393 members Mstep: Class 20 contains 2051 members Mstep: Class 21 contains 783 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 2560 members Entering Unmasked Estep ConsiderDeletion Score: -4952593.500000 Penalty: 12510.044922 Iteration 59Q: 24 clusters Score -4952594 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 5961 members Mstep: Class 3 contains 16566 members Mstep: Class 4 contains 13986 members Mstep: Class 5 contains 5872 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 11295 members Mstep: Class 8 contains 3512 members Mstep: Class 9 contains 6998 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 11330 members Mstep: Class 12 contains 2451 members Mstep: Class 13 contains 3486 members Mstep: Class 14 contains 29998 members Mstep: Class 15 contains 844 members Mstep: Class 16 contains 590 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 13513 members Mstep: Class 19 contains 13288 members Mstep: Class 20 contains 2045 members Mstep: Class 21 contains 783 members Mstep: Class 22 contains 1235 members Mstep: Class 23 contains 2561 members Entering Unmasked Estep ConsiderDeletion Score: -4952669.000000 Penalty: 12510.044922 Iteration 60F: 24 clusters Score -4952669 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 5879 members Mstep: Class 3 contains 16569 members Mstep: Class 4 contains 13969 members Mstep: Class 5 contains 5838 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 11289 members Mstep: Class 8 contains 3466 members Mstep: Class 9 contains 7000 members Mstep: Class 10 contains 979 members Mstep: Class 11 contains 11332 members Mstep: Class 12 contains 2454 members Mstep: Class 13 contains 3568 members Mstep: Class 14 contains 29997 members Mstep: Class 15 contains 840 members Mstep: Class 16 contains 585 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 13693 members Mstep: Class 19 contains 13203 members Mstep: Class 20 contains 2040 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 1234 members Mstep: Class 23 contains 2562 members Entering Unmasked Estep ConsiderDeletion Score: -4952723.500000 Penalty: 12510.044922 Iteration 61Q: 24 clusters Score -4952724 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 5811 members Mstep: Class 3 contains 16567 members Mstep: Class 4 contains 13960 members Mstep: Class 5 contains 5821 members Mstep: Class 6 contains 726 members Mstep: Class 7 contains 11270 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 7003 members Mstep: Class 10 contains 982 members Mstep: Class 11 contains 11338 members Mstep: Class 12 contains 2456 members Mstep: Class 13 contains 3633 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 838 members Mstep: Class 16 contains 580 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 13877 members Mstep: Class 19 contains 13098 members Mstep: Class 20 contains 2037 members Mstep: Class 21 contains 809 members Mstep: Class 22 contains 1233 members Mstep: Class 23 contains 2563 members Entering Unmasked Estep ConsiderDeletion Score: -4952776.000000 Penalty: 12510.044922 Iteration 62Q: 24 clusters Score -4952776 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 5735 members Mstep: Class 3 contains 16567 members Mstep: Class 4 contains 13950 members Mstep: Class 5 contains 5804 members Mstep: Class 6 contains 727 members Mstep: Class 7 contains 11256 members Mstep: Class 8 contains 3377 members Mstep: Class 9 contains 7004 members Mstep: Class 10 contains 983 members Mstep: Class 11 contains 11336 members Mstep: Class 12 contains 2462 members Mstep: Class 13 contains 3707 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 837 members Mstep: Class 16 contains 571 members Mstep: Class 17 contains 873 members Mstep: Class 18 contains 14074 members Mstep: Class 19 contains 12978 members Mstep: Class 20 contains 2036 members Mstep: Class 21 contains 826 members Mstep: Class 22 contains 1233 members Mstep: Class 23 contains 2564 members Entering Unmasked Estep ConsiderDeletion Score: -4952879.000000 Penalty: 12510.044922 Iteration 63Q: 24 clusters Score -4952879 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 5659 members Mstep: Class 3 contains 16565 members Mstep: Class 4 contains 13944 members Mstep: Class 5 contains 5793 members Mstep: Class 6 contains 728 members Mstep: Class 7 contains 11241 members Mstep: Class 8 contains 3330 members Mstep: Class 9 contains 7006 members Mstep: Class 10 contains 984 members Mstep: Class 11 contains 11336 members Mstep: Class 12 contains 2466 members Mstep: Class 13 contains 3775 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 835 members Mstep: Class 16 contains 562 members Mstep: Class 17 contains 876 members Mstep: Class 18 contains 14288 members Mstep: Class 19 contains 12838 members Mstep: Class 20 contains 2034 members Mstep: Class 21 contains 850 members Mstep: Class 22 contains 1232 members Mstep: Class 23 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -4952957.500000 Penalty: 12510.044922 Iteration 64Q: 24 clusters Score -4952958 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 5602 members Mstep: Class 3 contains 16569 members Mstep: Class 4 contains 13943 members Mstep: Class 5 contains 5770 members Mstep: Class 6 contains 728 members Mstep: Class 7 contains 11225 members Mstep: Class 8 contains 3291 members Mstep: Class 9 contains 7007 members Mstep: Class 10 contains 984 members Mstep: Class 11 contains 11326 members Mstep: Class 12 contains 2465 members Mstep: Class 13 contains 3828 members Mstep: Class 14 contains 29994 members Mstep: Class 15 contains 837 members Mstep: Class 16 contains 552 members Mstep: Class 17 contains 878 members Mstep: Class 18 contains 14511 members Mstep: Class 19 contains 12698 members Mstep: Class 20 contains 2033 members Mstep: Class 21 contains 874 members Mstep: Class 22 contains 1226 members Mstep: Class 23 contains 2567 members Entering Unmasked Estep ConsiderDeletion Score: -4953010.500000 Penalty: 12510.044922 Iteration 65Q: 24 clusters Score -4953010 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 5568 members Mstep: Class 3 contains 16574 members Mstep: Class 4 contains 13939 members Mstep: Class 5 contains 5746 members Mstep: Class 6 contains 729 members Mstep: Class 7 contains 11211 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 7010 members Mstep: Class 10 contains 985 members Mstep: Class 11 contains 11317 members Mstep: Class 12 contains 2469 members Mstep: Class 13 contains 3868 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 838 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 880 members Mstep: Class 18 contains 14754 members Mstep: Class 19 contains 12534 members Mstep: Class 20 contains 2029 members Mstep: Class 21 contains 893 members Mstep: Class 22 contains 1218 members Mstep: Class 23 contains 2567 members Entering Unmasked Estep ConsiderDeletion Score: -4953100.500000 Penalty: 12510.044922 Iteration 66Q: 24 clusters Score -4953100 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 5536 members Mstep: Class 3 contains 16580 members Mstep: Class 4 contains 13942 members Mstep: Class 5 contains 5727 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11195 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 7010 members Mstep: Class 10 contains 985 members Mstep: Class 11 contains 11308 members Mstep: Class 12 contains 2472 members Mstep: Class 13 contains 3902 members Mstep: Class 14 contains 29991 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 15031 members Mstep: Class 19 contains 12342 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 896 members Mstep: Class 22 contains 1216 members Mstep: Class 23 contains 2566 members Entering Unmasked Estep ConsiderDeletion Score: -4953151.000000 Penalty: 12510.044922 Iteration 67Q: 24 clusters Score -4953151 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 5501 members Mstep: Class 3 contains 16586 members Mstep: Class 4 contains 13947 members Mstep: Class 5 contains 5697 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11182 members Mstep: Class 8 contains 3170 members Mstep: Class 9 contains 7009 members Mstep: Class 10 contains 986 members Mstep: Class 11 contains 11302 members Mstep: Class 12 contains 2475 members Mstep: Class 13 contains 3943 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 546 members Mstep: Class 17 contains 884 members Mstep: Class 18 contains 15312 members Mstep: Class 19 contains 12152 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 891 members Mstep: Class 22 contains 1215 members Mstep: Class 23 contains 2565 members Entering Unmasked Estep ConsiderDeletion Score: -4953254.500000 Penalty: 12510.044922 Iteration 68Q: 24 clusters Score -4953254 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 5450 members Mstep: Class 3 contains 16589 members Mstep: Class 4 contains 13945 members Mstep: Class 5 contains 5671 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11166 members Mstep: Class 8 contains 3138 members Mstep: Class 9 contains 7009 members Mstep: Class 10 contains 987 members Mstep: Class 11 contains 11298 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 3994 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 835 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 886 members Mstep: Class 18 contains 15579 members Mstep: Class 19 contains 11967 members Mstep: Class 20 contains 2026 members Mstep: Class 21 contains 886 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2567 members Entering Unmasked Estep ConsiderDeletion Score: -4953324.500000 Penalty: 12510.044922 Iteration 69Q: 24 clusters Score -4953324 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 5423 members Mstep: Class 3 contains 16593 members Mstep: Class 4 contains 13941 members Mstep: Class 5 contains 5650 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11157 members Mstep: Class 8 contains 3088 members Mstep: Class 9 contains 7010 members Mstep: Class 10 contains 987 members Mstep: Class 11 contains 11288 members Mstep: Class 12 contains 2476 members Mstep: Class 13 contains 4052 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 837 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 886 members Mstep: Class 18 contains 15835 members Mstep: Class 19 contains 11775 members Mstep: Class 20 contains 2025 members Mstep: Class 21 contains 882 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2570 members Entering Unmasked Estep ConsiderDeletion Score: -4953376.000000 Penalty: 12510.044922 Iteration 70Q: 24 clusters Score -4953376 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 5381 members Mstep: Class 3 contains 16599 members Mstep: Class 4 contains 13933 members Mstep: Class 5 contains 5641 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11150 members Mstep: Class 8 contains 3032 members Mstep: Class 9 contains 7012 members Mstep: Class 10 contains 987 members Mstep: Class 11 contains 11275 members Mstep: Class 12 contains 2476 members Mstep: Class 13 contains 4111 members Mstep: Class 14 contains 29989 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 546 members Mstep: Class 17 contains 887 members Mstep: Class 18 contains 16071 members Mstep: Class 19 contains 11612 members Mstep: Class 20 contains 2023 members Mstep: Class 21 contains 878 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2571 members Entering Unmasked Estep ConsiderDeletion Score: -4953418.000000 Penalty: 12510.044922 Iteration 71Q: 24 clusters Score -4953418 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 5337 members Mstep: Class 3 contains 16604 members Mstep: Class 4 contains 13927 members Mstep: Class 5 contains 5622 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11135 members Mstep: Class 8 contains 2984 members Mstep: Class 9 contains 7012 members Mstep: Class 10 contains 987 members Mstep: Class 11 contains 11272 members Mstep: Class 12 contains 2475 members Mstep: Class 13 contains 4175 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 887 members Mstep: Class 18 contains 16315 members Mstep: Class 19 contains 11440 members Mstep: Class 20 contains 2023 members Mstep: Class 21 contains 875 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2571 members Entering Unmasked Estep ConsiderDeletion Score: -4953474.500000 Penalty: 12510.044922 Iteration 72Q: 24 clusters Score -4953474 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 5304 members Mstep: Class 3 contains 16609 members Mstep: Class 4 contains 13929 members Mstep: Class 5 contains 5597 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11123 members Mstep: Class 8 contains 2948 members Mstep: Class 9 contains 7014 members Mstep: Class 10 contains 987 members Mstep: Class 11 contains 11268 members Mstep: Class 12 contains 2472 members Mstep: Class 13 contains 4218 members Mstep: Class 14 contains 29991 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 886 members Mstep: Class 18 contains 16528 members Mstep: Class 19 contains 11294 members Mstep: Class 20 contains 2021 members Mstep: Class 21 contains 875 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2572 members Entering Unmasked Estep ConsiderDeletion Score: -4953540.000000 Penalty: 12510.044922 Iteration 73Q: 24 clusters Score -4953540 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 5290 members Mstep: Class 3 contains 16612 members Mstep: Class 4 contains 13926 members Mstep: Class 5 contains 5564 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11115 members Mstep: Class 8 contains 2912 members Mstep: Class 9 contains 7015 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11258 members Mstep: Class 12 contains 2476 members Mstep: Class 13 contains 4258 members Mstep: Class 14 contains 29991 members Mstep: Class 15 contains 837 members Mstep: Class 16 contains 544 members Mstep: Class 17 contains 885 members Mstep: Class 18 contains 16771 members Mstep: Class 19 contains 11107 members Mstep: Class 20 contains 2020 members Mstep: Class 21 contains 876 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2575 members Entering Unmasked Estep ConsiderDeletion Score: -4953593.000000 Penalty: 12510.044922 Iteration 74Q: 24 clusters Score -4953593 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 5273 members Mstep: Class 3 contains 16614 members Mstep: Class 4 contains 13928 members Mstep: Class 5 contains 5531 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11106 members Mstep: Class 8 contains 2887 members Mstep: Class 9 contains 7018 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11249 members Mstep: Class 12 contains 2473 members Mstep: Class 13 contains 4286 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 838 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 17013 members Mstep: Class 19 contains 10921 members Mstep: Class 20 contains 2018 members Mstep: Class 21 contains 877 members Mstep: Class 22 contains 1214 members Mstep: Class 23 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -4953616.000000 Penalty: 12510.044922 Iteration 75Q: 24 clusters Score -4953616 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 5253 members Mstep: Class 3 contains 16615 members Mstep: Class 4 contains 13926 members Mstep: Class 5 contains 5500 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11097 members Mstep: Class 8 contains 2870 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11241 members Mstep: Class 12 contains 2469 members Mstep: Class 13 contains 4295 members Mstep: Class 14 contains 29991 members Mstep: Class 15 contains 838 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 893 members Mstep: Class 18 contains 17280 members Mstep: Class 19 contains 10729 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 880 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -4953669.000000 Penalty: 12510.044922 Iteration 76Q: 24 clusters Score -4953669 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 5235 members Mstep: Class 3 contains 16617 members Mstep: Class 4 contains 13922 members Mstep: Class 5 contains 5484 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11092 members Mstep: Class 8 contains 2853 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11233 members Mstep: Class 12 contains 2467 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 29992 members Mstep: Class 15 contains 835 members Mstep: Class 16 contains 545 members Mstep: Class 17 contains 893 members Mstep: Class 18 contains 17537 members Mstep: Class 19 contains 10529 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 881 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2577 members Entering Unmasked Estep ConsiderDeletion Score: -4953746.000000 Penalty: 12510.044922 Iteration 77Q: 24 clusters Score -4953746 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 5212 members Mstep: Class 3 contains 16618 members Mstep: Class 4 contains 13918 members Mstep: Class 5 contains 5456 members Mstep: Class 6 contains 731 members Mstep: Class 7 contains 11085 members Mstep: Class 8 contains 2836 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11217 members Mstep: Class 12 contains 2470 members Mstep: Class 13 contains 4321 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 17803 members Mstep: Class 19 contains 10342 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 884 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2580 members Entering Unmasked Estep ConsiderDeletion Score: -4953779.000000 Penalty: 12510.044922 Iteration 78Q: 24 clusters Score -4953779 nChanged 336 Entering ConstructFrom: Score: -4953779.000000 Penalty: 12510.044922 Entering ConstructFrom: Trying to split cluster 1 (6476 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Entering Unmasked Estep Score: -216571.375000 Penalty: 399.301544 Iteration 0F: 2 clusters Score -216571.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -212180.093750 Penalty: 798.603088 Iteration 0F: 3 clusters Score -212180.1 nChanged 2971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -214014.390625 Penalty: 798.603088 Iteration 1F: 3 clusters Score -214014.4 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -214472.609375 Penalty: 798.603088 Iteration 2F: 3 clusters Score -214472.6 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -215163.000000 Penalty: 798.603088 Iteration 3F: 3 clusters Score -215163 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -215931.531250 Penalty: 798.603088 Iteration 4F: 3 clusters Score -215931.5 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -216596.156250 Penalty: 798.603088 Iteration 5F: 3 clusters Score -216596.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -216869.968750 Penalty: 798.603088 Iteration 6Q: 3 clusters Score -216870 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -216958.265625 Penalty: 798.603088 Iteration 7Q: 3 clusters Score -216958.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -217009.875000 Penalty: 798.603088 Iteration 8Q: 3 clusters Score -217009.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -217026.250000 Penalty: 798.603088 Iteration 9Q: 3 clusters Score -217026.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -217033.187500 Penalty: 798.603088 Iteration 10Q: 3 clusters Score -217033.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -217037.562500 Penalty: 798.603088 Iteration 11Q: 3 clusters Score -217037.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -217038.937500 Penalty: 798.603088 Iteration 12Q: 3 clusters Score -217038.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 4541 members Entering Unmasked Estep Score: -217040.406250 Penalty: 798.603088 Iteration 13Q: 3 clusters Score -217040.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -217041.515625 Penalty: 798.603088 Iteration 14Q: 3 clusters Score -217041.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -217042.203125 Penalty: 798.603088 Iteration 15Q: 3 clusters Score -217042.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -217042.812500 Penalty: 798.603088 Iteration 16Q: 3 clusters Score -217042.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -217042.734375 Penalty: 798.603088 Iteration 17Q: 3 clusters Score -217042.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -217042.609375 Penalty: 798.603088 Iteration 18Q: 3 clusters Score -217042.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -217042.609375 Penalty: 798.603088 Iteration 19F: 3 clusters Score -217042.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5191 members Mstep: Class 3 contains 16620 members Mstep: Class 4 contains 13920 members Mstep: Class 5 contains 5431 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 11081 members Mstep: Class 8 contains 2825 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 18039 members Mstep: Class 19 contains 10169 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 885 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2582 members Mstep: Class 24 contains 4522 members Entering Unmasked Estep Score: -4954128.000000 Penalty: 13053.959961 Splitting cluster 1 changes total score from -4953779.000000 to -4954128.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 2 (5191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Entering Unmasked Estep Score: -173975.093750 Penalty: 389.238007 Iteration 0F: 2 clusters Score -173975.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -170509.218750 Penalty: 778.476013 Iteration 0F: 3 clusters Score -170509.2 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -171885.421875 Penalty: 778.476013 Iteration 1F: 3 clusters Score -171885.4 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -172050.703125 Penalty: 778.476013 Iteration 2F: 3 clusters Score -172050.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -172228.406250 Penalty: 778.476013 Iteration 3F: 3 clusters Score -172228.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -172461.187500 Penalty: 778.476013 Iteration 4F: 3 clusters Score -172461.2 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -172728.015625 Penalty: 778.476013 Iteration 5F: 3 clusters Score -172728 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -172968.968750 Penalty: 778.476013 Iteration 6F: 3 clusters Score -172969 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -173173.953125 Penalty: 778.476013 Iteration 7Q: 3 clusters Score -173174 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -173343.000000 Penalty: 778.476013 Iteration 8Q: 3 clusters Score -173343 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -173449.203125 Penalty: 778.476013 Iteration 9Q: 3 clusters Score -173449.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -173510.765625 Penalty: 778.476013 Iteration 10Q: 3 clusters Score -173510.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -173546.828125 Penalty: 778.476013 Iteration 11Q: 3 clusters Score -173546.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -173574.375000 Penalty: 778.476013 Iteration 12Q: 3 clusters Score -173574.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -173585.484375 Penalty: 778.476013 Iteration 13Q: 3 clusters Score -173585.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -173597.484375 Penalty: 778.476013 Iteration 14Q: 3 clusters Score -173597.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -173607.375000 Penalty: 778.476013 Iteration 15Q: 3 clusters Score -173607.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -173611.078125 Penalty: 778.476013 Iteration 16Q: 3 clusters Score -173611.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -173614.218750 Penalty: 778.476013 Iteration 17Q: 3 clusters Score -173614.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -173619.765625 Penalty: 778.476013 Iteration 18Q: 3 clusters Score -173619.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -173625.390625 Penalty: 778.476013 Iteration 19Q: 3 clusters Score -173625.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -173628.437500 Penalty: 778.476013 Iteration 20F: 3 clusters Score -173628.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -173632.062500 Penalty: 778.476013 Iteration 21Q: 3 clusters Score -173632.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -173635.125000 Penalty: 778.476013 Iteration 22Q: 3 clusters Score -173635.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -173635.890625 Penalty: 778.476013 Iteration 23Q: 3 clusters Score -173635.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -173635.890625 Penalty: 778.476013 Iteration 24F: 3 clusters Score -173635.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (16620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16620 members Entering Unmasked Estep Score: -554787.250000 Penalty: 442.185455 Iteration 0F: 2 clusters Score -554787.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -543757.625000 Penalty: 884.370911 Iteration 0F: 3 clusters Score -543757.6 nChanged 7868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -549099.937500 Penalty: 884.370911 Iteration 1F: 3 clusters Score -549099.9 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -550014.812500 Penalty: 884.370911 Iteration 2F: 3 clusters Score -550014.8 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5313 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -551100.625000 Penalty: 884.370911 Iteration 3F: 3 clusters Score -551100.6 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -552298.937500 Penalty: 884.370911 Iteration 4F: 3 clusters Score -552298.9 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -553217.875000 Penalty: 884.370911 Iteration 5F: 3 clusters Score -553217.9 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 13206 members Entering Unmasked Estep Score: -553780.312500 Penalty: 884.370911 Iteration 6Q: 3 clusters Score -553780.3 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -554145.750000 Penalty: 884.370911 Iteration 7Q: 3 clusters Score -554145.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 13802 members Entering Unmasked Estep Score: -554393.562500 Penalty: 884.370911 Iteration 8Q: 3 clusters Score -554393.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -554564.500000 Penalty: 884.370911 Iteration 9Q: 3 clusters Score -554564.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -554681.812500 Penalty: 884.370911 Iteration 10Q: 3 clusters Score -554681.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 14269 members Entering Unmasked Estep Score: -554787.062500 Penalty: 884.370911 Iteration 11Q: 3 clusters Score -554787.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -554896.000000 Penalty: 884.370911 Iteration 12Q: 3 clusters Score -554896 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 14488 members Entering Unmasked Estep Score: -554991.625000 Penalty: 884.370911 Iteration 13Q: 3 clusters Score -554991.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -555056.125000 Penalty: 884.370911 Iteration 14Q: 3 clusters Score -555056.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 14598 members Entering Unmasked Estep Score: -555097.375000 Penalty: 884.370911 Iteration 15Q: 3 clusters Score -555097.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -555115.687500 Penalty: 884.370911 Iteration 16Q: 3 clusters Score -555115.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 14647 members Entering Unmasked Estep Score: -555127.062500 Penalty: 884.370911 Iteration 17Q: 3 clusters Score -555127.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 14665 members Entering Unmasked Estep Score: -555134.937500 Penalty: 884.370911 Iteration 18Q: 3 clusters Score -555134.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -555137.750000 Penalty: 884.370911 Iteration 19Q: 3 clusters Score -555137.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -555141.625000 Penalty: 884.370911 Iteration 20F: 3 clusters Score -555141.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -555144.625000 Penalty: 884.370911 Iteration 21Q: 3 clusters Score -555144.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -555145.750000 Penalty: 884.370911 Iteration 22Q: 3 clusters Score -555145.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 14705 members Entering Unmasked Estep Score: -555146.687500 Penalty: 884.370911 Iteration 23Q: 3 clusters Score -555146.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -555147.187500 Penalty: 884.370911 Iteration 24Q: 3 clusters Score -555147.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -555147.687500 Penalty: 884.370911 Iteration 25Q: 3 clusters Score -555147.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -555147.750000 Penalty: 884.370911 Iteration 26Q: 3 clusters Score -555147.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -555146.625000 Penalty: 884.370911 Iteration 27Q: 3 clusters Score -555146.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -555146.687500 Penalty: 884.370911 Iteration 28Q: 3 clusters Score -555146.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -555146.687500 Penalty: 884.370911 Iteration 29F: 3 clusters Score -555146.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5191 members Mstep: Class 3 contains 1909 members Mstep: Class 4 contains 13920 members Mstep: Class 5 contains 5431 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 11081 members Mstep: Class 8 contains 2825 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 18039 members Mstep: Class 19 contains 10169 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 885 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2582 members Mstep: Class 24 contains 4522 members Mstep: Class 25 contains 14711 members Entering Unmasked Estep Score: -4954381.500000 Penalty: 13597.875000 Splitting cluster 3 changes total score from -4953779.000000 to -4954381.500000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 4 (13920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Entering Unmasked Estep Score: -491120.593750 Penalty: 434.119263 Iteration 0F: 2 clusters Score -491120.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -481872.312500 Penalty: 868.238525 Iteration 0F: 3 clusters Score -481872.3 nChanged 6601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6192 members Mstep: Class 2 contains 7728 members Entering Unmasked Estep Score: -485936.531250 Penalty: 868.238525 Iteration 1F: 3 clusters Score -485936.5 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5479 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -486908.750000 Penalty: 868.238525 Iteration 2F: 3 clusters Score -486908.8 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 9301 members Entering Unmasked Estep Score: -488085.562500 Penalty: 868.238525 Iteration 3F: 3 clusters Score -488085.6 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -489083.312500 Penalty: 868.238525 Iteration 4F: 3 clusters Score -489083.3 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -489750.000000 Penalty: 868.238525 Iteration 5F: 3 clusters Score -489750 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 10858 members Entering Unmasked Estep Score: -490075.312500 Penalty: 868.238525 Iteration 6Q: 3 clusters Score -490075.3 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -490232.562500 Penalty: 868.238525 Iteration 7Q: 3 clusters Score -490232.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -490344.531250 Penalty: 868.238525 Iteration 8Q: 3 clusters Score -490344.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -490443.781250 Penalty: 868.238525 Iteration 9Q: 3 clusters Score -490443.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -490508.718750 Penalty: 868.238525 Iteration 10Q: 3 clusters Score -490508.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -490566.250000 Penalty: 868.238525 Iteration 11Q: 3 clusters Score -490566.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 11969 members Entering Unmasked Estep Score: -490623.250000 Penalty: 868.238525 Iteration 12Q: 3 clusters Score -490623.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -490664.562500 Penalty: 868.238525 Iteration 13Q: 3 clusters Score -490664.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 12159 members Entering Unmasked Estep Score: -490701.125000 Penalty: 868.238525 Iteration 14Q: 3 clusters Score -490701.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -490724.906250 Penalty: 868.238525 Iteration 15Q: 3 clusters Score -490724.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -490754.718750 Penalty: 868.238525 Iteration 16Q: 3 clusters Score -490754.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 12368 members Entering Unmasked Estep Score: -490776.062500 Penalty: 868.238525 Iteration 17Q: 3 clusters Score -490776.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -490790.750000 Penalty: 868.238525 Iteration 18Q: 3 clusters Score -490790.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -490804.531250 Penalty: 868.238525 Iteration 19Q: 3 clusters Score -490804.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 12498 members Entering Unmasked Estep Score: -490817.500000 Penalty: 868.238525 Iteration 20F: 3 clusters Score -490817.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 12536 members Entering Unmasked Estep Score: -490825.000000 Penalty: 868.238525 Iteration 21Q: 3 clusters Score -490825 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 12567 members Entering Unmasked Estep Score: -490831.218750 Penalty: 868.238525 Iteration 22Q: 3 clusters Score -490831.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -490839.656250 Penalty: 868.238525 Iteration 23Q: 3 clusters Score -490839.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -490843.562500 Penalty: 868.238525 Iteration 24Q: 3 clusters Score -490843.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -490848.437500 Penalty: 868.238525 Iteration 25Q: 3 clusters Score -490848.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -490850.906250 Penalty: 868.238525 Iteration 26Q: 3 clusters Score -490850.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -490853.812500 Penalty: 868.238525 Iteration 27Q: 3 clusters Score -490853.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 12685 members Entering Unmasked Estep Score: -490855.187500 Penalty: 868.238525 Iteration 28Q: 3 clusters Score -490855.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 12701 members Entering Unmasked Estep Score: -490857.843750 Penalty: 868.238525 Iteration 29Q: 3 clusters Score -490857.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -490858.625000 Penalty: 868.238525 Iteration 30Q: 3 clusters Score -490858.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -490860.250000 Penalty: 868.238525 Iteration 31Q: 3 clusters Score -490860.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 12740 members Entering Unmasked Estep Score: -490861.000000 Penalty: 868.238525 Iteration 32Q: 3 clusters Score -490861 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 12753 members Entering Unmasked Estep Score: -490861.968750 Penalty: 868.238525 Iteration 33Q: 3 clusters Score -490862 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 12768 members Entering Unmasked Estep Score: -490863.031250 Penalty: 868.238525 Iteration 34Q: 3 clusters Score -490863 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 12786 members Entering Unmasked Estep Score: -490866.562500 Penalty: 868.238525 Iteration 35Q: 3 clusters Score -490866.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 12799 members Entering Unmasked Estep Score: -490868.187500 Penalty: 868.238525 Iteration 36Q: 3 clusters Score -490868.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -490869.062500 Penalty: 868.238525 Iteration 37Q: 3 clusters Score -490869.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -490870.625000 Penalty: 868.238525 Iteration 38Q: 3 clusters Score -490870.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -490872.437500 Penalty: 868.238525 Iteration 39Q: 3 clusters Score -490872.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -490875.625000 Penalty: 868.238525 Iteration 40F: 3 clusters Score -490875.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -490878.000000 Penalty: 868.238525 Iteration 41Q: 3 clusters Score -490878 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -490880.562500 Penalty: 868.238525 Iteration 42Q: 3 clusters Score -490880.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 12893 members Entering Unmasked Estep Score: -490882.968750 Penalty: 868.238525 Iteration 43Q: 3 clusters Score -490883 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -490884.406250 Penalty: 868.238525 Iteration 44Q: 3 clusters Score -490884.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -490885.406250 Penalty: 868.238525 Iteration 45Q: 3 clusters Score -490885.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -490885.812500 Penalty: 868.238525 Iteration 46Q: 3 clusters Score -490885.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -490885.812500 Penalty: 868.238525 Iteration 47Q: 3 clusters Score -490885.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -490886.906250 Penalty: 868.238525 Iteration 48Q: 3 clusters Score -490886.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -490887.968750 Penalty: 868.238525 Iteration 49Q: 3 clusters Score -490888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 12949 members Entering Unmasked Estep Score: -490889.093750 Penalty: 868.238525 Iteration 50Q: 3 clusters Score -490889.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 12960 members Entering Unmasked Estep Score: -490891.406250 Penalty: 868.238525 Iteration 51Q: 3 clusters Score -490891.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -490893.750000 Penalty: 868.238525 Iteration 52Q: 3 clusters Score -490893.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -490896.625000 Penalty: 868.238525 Iteration 53Q: 3 clusters Score -490896.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -490902.218750 Penalty: 868.238525 Iteration 54Q: 3 clusters Score -490902.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -490904.687500 Penalty: 868.238525 Iteration 55Q: 3 clusters Score -490904.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 13048 members Entering Unmasked Estep Score: -490908.250000 Penalty: 868.238525 Iteration 56Q: 3 clusters Score -490908.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 13063 members Entering Unmasked Estep Score: -490913.562500 Penalty: 868.238525 Iteration 57Q: 3 clusters Score -490913.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 13078 members Entering Unmasked Estep Score: -490914.812500 Penalty: 868.238525 Iteration 58Q: 3 clusters Score -490914.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -490917.031250 Penalty: 868.238525 Iteration 59Q: 3 clusters Score -490917 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 13097 members Entering Unmasked Estep Score: -490917.687500 Penalty: 868.238525 Iteration 60F: 3 clusters Score -490917.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 13101 members Entering Unmasked Estep Score: -490917.687500 Penalty: 868.238525 Iteration 61Q: 3 clusters Score -490917.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -490916.875000 Penalty: 868.238525 Iteration 62Q: 3 clusters Score -490916.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -490916.406250 Penalty: 868.238525 Iteration 63Q: 3 clusters Score -490916.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -490917.437500 Penalty: 868.238525 Iteration 64Q: 3 clusters Score -490917.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -490916.937500 Penalty: 868.238525 Iteration 65Q: 3 clusters Score -490916.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -490917.437500 Penalty: 868.238525 Iteration 66Q: 3 clusters Score -490917.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -490917.625000 Penalty: 868.238525 Iteration 67Q: 3 clusters Score -490917.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 13132 members Entering Unmasked Estep Score: -490919.437500 Penalty: 868.238525 Iteration 68Q: 3 clusters Score -490919.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 13135 members Entering Unmasked Estep Score: -490919.562500 Penalty: 868.238525 Iteration 69Q: 3 clusters Score -490919.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 13137 members Entering Unmasked Estep Score: -490919.968750 Penalty: 868.238525 Iteration 70Q: 3 clusters Score -490920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -490920.187500 Penalty: 868.238525 Iteration 71Q: 3 clusters Score -490920.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -490920.937500 Penalty: 868.238525 Iteration 72Q: 3 clusters Score -490920.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 13148 members Entering Unmasked Estep Score: -490921.875000 Penalty: 868.238525 Iteration 73Q: 3 clusters Score -490921.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 13154 members Entering Unmasked Estep Score: -490922.593750 Penalty: 868.238525 Iteration 74Q: 3 clusters Score -490922.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 13159 members Entering Unmasked Estep Score: -490922.843750 Penalty: 868.238525 Iteration 75Q: 3 clusters Score -490922.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 13161 members Entering Unmasked Estep Score: -490923.406250 Penalty: 868.238525 Iteration 76Q: 3 clusters Score -490923.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -490922.937500 Penalty: 868.238525 Iteration 77Q: 3 clusters Score -490922.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 13170 members Entering Unmasked Estep Score: -490923.593750 Penalty: 868.238525 Iteration 78Q: 3 clusters Score -490923.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 13174 members Entering Unmasked Estep Score: -490923.593750 Penalty: 868.238525 Iteration 79Q: 3 clusters Score -490923.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -490923.687500 Penalty: 868.238525 Iteration 80F: 3 clusters Score -490923.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 13184 members Entering Unmasked Estep Score: -490923.656250 Penalty: 868.238525 Iteration 81Q: 3 clusters Score -490923.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 13190 members Entering Unmasked Estep Score: -490925.062500 Penalty: 868.238525 Iteration 82Q: 3 clusters Score -490925.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -490924.875000 Penalty: 868.238525 Iteration 83Q: 3 clusters Score -490924.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -490926.031250 Penalty: 868.238525 Iteration 84Q: 3 clusters Score -490926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 13196 members Entering Unmasked Estep Score: -490925.968750 Penalty: 868.238525 Iteration 85Q: 3 clusters Score -490926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -490926.000000 Penalty: 868.238525 Iteration 86Q: 3 clusters Score -490926 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -490926.562500 Penalty: 868.238525 Iteration 87Q: 3 clusters Score -490926.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 13203 members Entering Unmasked Estep Score: -490927.406250 Penalty: 868.238525 Iteration 88Q: 3 clusters Score -490927.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -490927.343750 Penalty: 868.238525 Iteration 89Q: 3 clusters Score -490927.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 13211 members Entering Unmasked Estep Score: -490927.937500 Penalty: 868.238525 Iteration 90Q: 3 clusters Score -490927.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 13215 members Entering Unmasked Estep Score: -490928.781250 Penalty: 868.238525 Iteration 91Q: 3 clusters Score -490928.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -490928.406250 Penalty: 868.238525 Iteration 92Q: 3 clusters Score -490928.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -490929.312500 Penalty: 868.238525 Iteration 93Q: 3 clusters Score -490929.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -490930.062500 Penalty: 868.238525 Iteration 94Q: 3 clusters Score -490930.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -490930.625000 Penalty: 868.238525 Iteration 95Q: 3 clusters Score -490930.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -490931.000000 Penalty: 868.238525 Iteration 96Q: 3 clusters Score -490931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -490931.000000 Penalty: 868.238525 Iteration 97F: 3 clusters Score -490931 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Entering Unmasked Estep Score: -174945.125000 Penalty: 391.294464 Iteration 0F: 2 clusters Score -174945.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -171313.203125 Penalty: 782.588928 Iteration 0F: 3 clusters Score -171313.2 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -172593.828125 Penalty: 782.588928 Iteration 1F: 3 clusters Score -172593.8 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -172742.828125 Penalty: 782.588928 Iteration 2F: 3 clusters Score -172742.8 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -172925.421875 Penalty: 782.588928 Iteration 3F: 3 clusters Score -172925.4 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -173149.140625 Penalty: 782.588928 Iteration 4F: 3 clusters Score -173149.1 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -173424.218750 Penalty: 782.588928 Iteration 5F: 3 clusters Score -173424.2 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -173750.046875 Penalty: 782.588928 Iteration 6F: 3 clusters Score -173750 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -174102.890625 Penalty: 782.588928 Iteration 7F: 3 clusters Score -174102.9 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -174397.328125 Penalty: 782.588928 Iteration 8F: 3 clusters Score -174397.3 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -174539.046875 Penalty: 782.588928 Iteration 9Q: 3 clusters Score -174539 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -174609.093750 Penalty: 782.588928 Iteration 10Q: 3 clusters Score -174609.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -174640.234375 Penalty: 782.588928 Iteration 11Q: 3 clusters Score -174640.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -174656.390625 Penalty: 782.588928 Iteration 12Q: 3 clusters Score -174656.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -174670.390625 Penalty: 782.588928 Iteration 13Q: 3 clusters Score -174670.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -174680.296875 Penalty: 782.588928 Iteration 14Q: 3 clusters Score -174680.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -174687.468750 Penalty: 782.588928 Iteration 15Q: 3 clusters Score -174687.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -174690.015625 Penalty: 782.588928 Iteration 16Q: 3 clusters Score -174690 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -174692.781250 Penalty: 782.588928 Iteration 17Q: 3 clusters Score -174692.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -174694.296875 Penalty: 782.588928 Iteration 18Q: 3 clusters Score -174694.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -174695.250000 Penalty: 782.588928 Iteration 19Q: 3 clusters Score -174695.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -174698.078125 Penalty: 782.588928 Iteration 20F: 3 clusters Score -174698.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -174701.000000 Penalty: 782.588928 Iteration 21Q: 3 clusters Score -174701 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -174703.625000 Penalty: 782.588928 Iteration 22Q: 3 clusters Score -174703.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -174704.500000 Penalty: 782.588928 Iteration 23Q: 3 clusters Score -174704.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -174706.156250 Penalty: 782.588928 Iteration 24Q: 3 clusters Score -174706.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -174706.500000 Penalty: 782.588928 Iteration 25Q: 3 clusters Score -174706.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -174706.640625 Penalty: 782.588928 Iteration 26Q: 3 clusters Score -174706.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -174706.734375 Penalty: 782.588928 Iteration 27Q: 3 clusters Score -174706.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -174706.734375 Penalty: 782.588928 Iteration 28F: 3 clusters Score -174706.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Entering Unmasked Estep Score: -25767.419922 Penalty: 300.108002 Iteration 0F: 2 clusters Score -25767.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -25121.714844 Penalty: 600.216003 Iteration 0F: 3 clusters Score -25121.71 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -25282.527344 Penalty: 600.216003 Iteration 1F: 3 clusters Score -25282.53 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -25333.339844 Penalty: 600.216003 Iteration 2F: 3 clusters Score -25333.34 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -25379.326172 Penalty: 600.216003 Iteration 3F: 3 clusters Score -25379.33 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -25410.865234 Penalty: 600.216003 Iteration 4Q: 3 clusters Score -25410.87 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -25429.580078 Penalty: 600.216003 Iteration 5Q: 3 clusters Score -25429.58 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -25439.574219 Penalty: 600.216003 Iteration 6Q: 3 clusters Score -25439.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -25457.220703 Penalty: 600.216003 Iteration 7Q: 3 clusters Score -25457.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -25466.628906 Penalty: 600.216003 Iteration 8Q: 3 clusters Score -25466.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -25474.392578 Penalty: 600.216003 Iteration 9Q: 3 clusters Score -25474.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -25479.951172 Penalty: 600.216003 Iteration 10Q: 3 clusters Score -25479.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -25487.039062 Penalty: 600.216003 Iteration 11Q: 3 clusters Score -25487.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -25491.367188 Penalty: 600.216003 Iteration 12Q: 3 clusters Score -25491.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -25494.337891 Penalty: 600.216003 Iteration 13Q: 3 clusters Score -25494.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -25495.162109 Penalty: 600.216003 Iteration 14Q: 3 clusters Score -25495.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -25496.054688 Penalty: 600.216003 Iteration 15Q: 3 clusters Score -25496.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -25498.060547 Penalty: 600.216003 Iteration 16Q: 3 clusters Score -25498.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -25500.458984 Penalty: 600.216003 Iteration 17Q: 3 clusters Score -25500.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -25500.458984 Penalty: 600.216003 Iteration 18F: 3 clusters Score -25500.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (11081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Entering Unmasked Estep Score: -390960.843750 Penalty: 423.740936 Iteration 0F: 2 clusters Score -390960.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -383458.531250 Penalty: 847.481873 Iteration 0F: 3 clusters Score -383458.5 nChanged 5219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -386830.031250 Penalty: 847.481873 Iteration 1F: 3 clusters Score -386830 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -387341.156250 Penalty: 847.481873 Iteration 2F: 3 clusters Score -387341.2 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 6878 members Entering Unmasked Estep Score: -387941.125000 Penalty: 847.481873 Iteration 3F: 3 clusters Score -387941.1 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -388591.937500 Penalty: 847.481873 Iteration 4F: 3 clusters Score -388591.9 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -389114.250000 Penalty: 847.481873 Iteration 5F: 3 clusters Score -389114.2 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 8223 members Entering Unmasked Estep Score: -389442.843750 Penalty: 847.481873 Iteration 6Q: 3 clusters Score -389442.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -389637.531250 Penalty: 847.481873 Iteration 7Q: 3 clusters Score -389637.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -389796.843750 Penalty: 847.481873 Iteration 8Q: 3 clusters Score -389796.8 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 9089 members Entering Unmasked Estep Score: -389939.312500 Penalty: 847.481873 Iteration 9Q: 3 clusters Score -389939.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -390071.593750 Penalty: 847.481873 Iteration 10Q: 3 clusters Score -390071.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -390191.875000 Penalty: 847.481873 Iteration 11Q: 3 clusters Score -390191.9 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -390295.937500 Penalty: 847.481873 Iteration 12Q: 3 clusters Score -390295.9 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -390378.843750 Penalty: 847.481873 Iteration 13Q: 3 clusters Score -390378.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -390450.218750 Penalty: 847.481873 Iteration 14Q: 3 clusters Score -390450.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -390495.562500 Penalty: 847.481873 Iteration 15Q: 3 clusters Score -390495.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -390528.937500 Penalty: 847.481873 Iteration 16Q: 3 clusters Score -390528.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -390560.125000 Penalty: 847.481873 Iteration 17Q: 3 clusters Score -390560.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -390590.031250 Penalty: 847.481873 Iteration 18Q: 3 clusters Score -390590 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -390613.750000 Penalty: 847.481873 Iteration 19Q: 3 clusters Score -390613.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -390637.062500 Penalty: 847.481873 Iteration 20F: 3 clusters Score -390637.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 10550 members Entering Unmasked Estep Score: -390650.343750 Penalty: 847.481873 Iteration 21Q: 3 clusters Score -390650.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -390663.500000 Penalty: 847.481873 Iteration 22Q: 3 clusters Score -390663.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -390681.281250 Penalty: 847.481873 Iteration 23Q: 3 clusters Score -390681.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 10652 members Entering Unmasked Estep Score: -390696.031250 Penalty: 847.481873 Iteration 24Q: 3 clusters Score -390696 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -390701.343750 Penalty: 847.481873 Iteration 25Q: 3 clusters Score -390701.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 10680 members Entering Unmasked Estep Score: -390704.531250 Penalty: 847.481873 Iteration 26Q: 3 clusters Score -390704.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 10689 members Entering Unmasked Estep Score: -390708.093750 Penalty: 847.481873 Iteration 27Q: 3 clusters Score -390708.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 10700 members Entering Unmasked Estep Score: -390713.281250 Penalty: 847.481873 Iteration 28Q: 3 clusters Score -390713.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -390715.406250 Penalty: 847.481873 Iteration 29Q: 3 clusters Score -390715.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 10713 members Entering Unmasked Estep Score: -390718.937500 Penalty: 847.481873 Iteration 30Q: 3 clusters Score -390718.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -390721.437500 Penalty: 847.481873 Iteration 31Q: 3 clusters Score -390721.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -390722.500000 Penalty: 847.481873 Iteration 32Q: 3 clusters Score -390722.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 10728 members Entering Unmasked Estep Score: -390722.937500 Penalty: 847.481873 Iteration 33Q: 3 clusters Score -390722.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -390723.843750 Penalty: 847.481873 Iteration 34Q: 3 clusters Score -390723.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 10733 members Entering Unmasked Estep Score: -390724.125000 Penalty: 847.481873 Iteration 35Q: 3 clusters Score -390724.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 10737 members Entering Unmasked Estep Score: -390724.687500 Penalty: 847.481873 Iteration 36Q: 3 clusters Score -390724.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -390725.437500 Penalty: 847.481873 Iteration 37Q: 3 clusters Score -390725.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -390725.312500 Penalty: 847.481873 Iteration 38Q: 3 clusters Score -390725.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -390725.312500 Penalty: 847.481873 Iteration 39F: 3 clusters Score -390725.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Entering Unmasked Estep Score: -76317.945312 Penalty: 361.554993 Iteration 0F: 2 clusters Score -76317.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -74365.968750 Penalty: 723.109985 Iteration 0F: 3 clusters Score -74365.97 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -75183.640625 Penalty: 723.109985 Iteration 1F: 3 clusters Score -75183.64 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -75418.484375 Penalty: 723.109985 Iteration 2F: 3 clusters Score -75418.48 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -75691.882812 Penalty: 723.109985 Iteration 3F: 3 clusters Score -75691.88 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -76019.304688 Penalty: 723.109985 Iteration 4F: 3 clusters Score -76019.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -76293.218750 Penalty: 723.109985 Iteration 5F: 3 clusters Score -76293.22 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -76411.421875 Penalty: 723.109985 Iteration 6Q: 3 clusters Score -76411.42 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -76467.789062 Penalty: 723.109985 Iteration 7Q: 3 clusters Score -76467.79 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -76520.929688 Penalty: 723.109985 Iteration 8Q: 3 clusters Score -76520.93 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -76576.835938 Penalty: 723.109985 Iteration 9Q: 3 clusters Score -76576.84 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -76649.289062 Penalty: 723.109985 Iteration 10Q: 3 clusters Score -76649.29 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -76720.140625 Penalty: 723.109985 Iteration 11Q: 3 clusters Score -76720.14 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -76836.757812 Penalty: 723.109985 Iteration 12Q: 3 clusters Score -76836.76 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -77069.914062 Penalty: 723.109985 Iteration 13Q: 3 clusters Score -77069.91 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -77245.109375 Penalty: 723.109985 Iteration 14Q: 3 clusters Score -77245.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -77251.609375 Penalty: 723.109985 Iteration 15Q: 3 clusters Score -77251.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -77251.757812 Penalty: 723.109985 Iteration 16Q: 3 clusters Score -77251.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -77251.757812 Penalty: 723.109985 Iteration 17F: 3 clusters Score -77251.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5191 members Mstep: Class 3 contains 1909 members Mstep: Class 4 contains 13920 members Mstep: Class 5 contains 5431 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 11081 members Mstep: Class 8 contains 1980 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 542 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 18039 members Mstep: Class 19 contains 10169 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 885 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2582 members Mstep: Class 24 contains 4522 members Mstep: Class 25 contains 14711 members Mstep: Class 26 contains 845 members Entering Unmasked Estep Score: -4955126.500000 Penalty: 14141.790039 Splitting cluster 8 changes total score from -4953779.000000 to -4955126.500000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 9 (7019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Entering Unmasked Estep Score: -259903.921875 Penalty: 402.965088 Iteration 0F: 2 clusters Score -259903.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -255107.093750 Penalty: 805.930176 Iteration 0F: 3 clusters Score -255107.1 nChanged 3275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -256973.578125 Penalty: 805.930176 Iteration 1F: 3 clusters Score -256973.6 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -257220.453125 Penalty: 805.930176 Iteration 2F: 3 clusters Score -257220.5 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -257553.234375 Penalty: 805.930176 Iteration 3F: 3 clusters Score -257553.2 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -257982.125000 Penalty: 805.930176 Iteration 4F: 3 clusters Score -257982.1 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -258392.531250 Penalty: 805.930176 Iteration 5F: 3 clusters Score -258392.5 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -258682.031250 Penalty: 805.930176 Iteration 6F: 3 clusters Score -258682 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -258896.750000 Penalty: 805.930176 Iteration 7Q: 3 clusters Score -258896.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -259053.093750 Penalty: 805.930176 Iteration 8Q: 3 clusters Score -259053.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -259151.734375 Penalty: 805.930176 Iteration 9Q: 3 clusters Score -259151.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -259216.937500 Penalty: 805.930176 Iteration 10Q: 3 clusters Score -259216.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -259260.890625 Penalty: 805.930176 Iteration 11Q: 3 clusters Score -259260.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -259285.687500 Penalty: 805.930176 Iteration 12Q: 3 clusters Score -259285.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -259308.484375 Penalty: 805.930176 Iteration 13Q: 3 clusters Score -259308.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6393 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -259325.890625 Penalty: 805.930176 Iteration 14Q: 3 clusters Score -259325.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -259346.062500 Penalty: 805.930176 Iteration 15Q: 3 clusters Score -259346.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -259372.359375 Penalty: 805.930176 Iteration 16Q: 3 clusters Score -259372.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -259397.015625 Penalty: 805.930176 Iteration 17Q: 3 clusters Score -259397 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -259418.546875 Penalty: 805.930176 Iteration 18Q: 3 clusters Score -259418.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -259442.093750 Penalty: 805.930176 Iteration 19Q: 3 clusters Score -259442.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -259455.812500 Penalty: 805.930176 Iteration 20F: 3 clusters Score -259455.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -259474.125000 Penalty: 805.930176 Iteration 21Q: 3 clusters Score -259474.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -259491.531250 Penalty: 805.930176 Iteration 22Q: 3 clusters Score -259491.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -259506.093750 Penalty: 805.930176 Iteration 23Q: 3 clusters Score -259506.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -259516.703125 Penalty: 805.930176 Iteration 24Q: 3 clusters Score -259516.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -259521.359375 Penalty: 805.930176 Iteration 25Q: 3 clusters Score -259521.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -259524.031250 Penalty: 805.930176 Iteration 26Q: 3 clusters Score -259524 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -259527.234375 Penalty: 805.930176 Iteration 27Q: 3 clusters Score -259527.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -259532.546875 Penalty: 805.930176 Iteration 28Q: 3 clusters Score -259532.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -259535.875000 Penalty: 805.930176 Iteration 29Q: 3 clusters Score -259535.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -259541.500000 Penalty: 805.930176 Iteration 30Q: 3 clusters Score -259541.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6808 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -259543.281250 Penalty: 805.930176 Iteration 31Q: 3 clusters Score -259543.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -259545.281250 Penalty: 805.930176 Iteration 32Q: 3 clusters Score -259545.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -259546.015625 Penalty: 805.930176 Iteration 33Q: 3 clusters Score -259546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -259547.125000 Penalty: 805.930176 Iteration 34Q: 3 clusters Score -259547.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -259548.000000 Penalty: 805.930176 Iteration 35Q: 3 clusters Score -259548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -259548.000000 Penalty: 805.930176 Iteration 36F: 3 clusters Score -259548 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Entering Unmasked Estep Score: -33666.226562 Penalty: 313.753571 Iteration 0F: 2 clusters Score -33666.23 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 526 members Entering Unmasked Estep Score: -32830.296875 Penalty: 627.507141 Iteration 0F: 3 clusters Score -32830.3 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -33071.656250 Penalty: 627.507141 Iteration 1F: 3 clusters Score -33071.66 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -33157.433594 Penalty: 627.507141 Iteration 2F: 3 clusters Score -33157.43 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -33227.363281 Penalty: 627.507141 Iteration 3F: 3 clusters Score -33227.36 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -33258.246094 Penalty: 627.507141 Iteration 4F: 3 clusters Score -33258.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -33278.070312 Penalty: 627.507141 Iteration 5Q: 3 clusters Score -33278.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -33293.664062 Penalty: 627.507141 Iteration 6Q: 3 clusters Score -33293.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -33310.503906 Penalty: 627.507141 Iteration 7Q: 3 clusters Score -33310.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -33325.625000 Penalty: 627.507141 Iteration 8Q: 3 clusters Score -33325.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -33351.738281 Penalty: 627.507141 Iteration 9Q: 3 clusters Score -33351.74 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -33385.253906 Penalty: 627.507141 Iteration 10Q: 3 clusters Score -33385.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -33394.101562 Penalty: 627.507141 Iteration 11Q: 3 clusters Score -33394.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -33403.644531 Penalty: 627.507141 Iteration 12Q: 3 clusters Score -33403.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -33410.617188 Penalty: 627.507141 Iteration 13Q: 3 clusters Score -33410.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -33416.714844 Penalty: 627.507141 Iteration 14Q: 3 clusters Score -33416.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -33420.613281 Penalty: 627.507141 Iteration 15Q: 3 clusters Score -33420.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -33423.992188 Penalty: 627.507141 Iteration 16Q: 3 clusters Score -33423.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -33431.480469 Penalty: 627.507141 Iteration 17Q: 3 clusters Score -33431.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -33438.093750 Penalty: 627.507141 Iteration 18Q: 3 clusters Score -33438.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -33446.609375 Penalty: 627.507141 Iteration 19Q: 3 clusters Score -33446.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -33450.597656 Penalty: 627.507141 Iteration 20F: 3 clusters Score -33450.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -33455.121094 Penalty: 627.507141 Iteration 21Q: 3 clusters Score -33455.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -33456.980469 Penalty: 627.507141 Iteration 22Q: 3 clusters Score -33456.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -33460.445312 Penalty: 627.507141 Iteration 23Q: 3 clusters Score -33460.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -33461.257812 Penalty: 627.507141 Iteration 24Q: 3 clusters Score -33461.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -33462.484375 Penalty: 627.507141 Iteration 25Q: 3 clusters Score -33462.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -33463.484375 Penalty: 627.507141 Iteration 26Q: 3 clusters Score -33463.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -33464.214844 Penalty: 627.507141 Iteration 27Q: 3 clusters Score -33464.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -33464.859375 Penalty: 627.507141 Iteration 28Q: 3 clusters Score -33464.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -33464.859375 Penalty: 627.507141 Iteration 29F: 3 clusters Score -33464.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11208 members Entering Unmasked Estep Score: -400148.468750 Penalty: 424.259430 Iteration 0F: 2 clusters Score -400148.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -392634.062500 Penalty: 848.518860 Iteration 0F: 3 clusters Score -392634.1 nChanged 5239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -395796.468750 Penalty: 848.518860 Iteration 1F: 3 clusters Score -395796.5 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -396226.031250 Penalty: 848.518860 Iteration 2F: 3 clusters Score -396226 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -396681.468750 Penalty: 848.518860 Iteration 3F: 3 clusters Score -396681.5 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -397075.531250 Penalty: 848.518860 Iteration 4F: 3 clusters Score -397075.5 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6299 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -397389.406250 Penalty: 848.518860 Iteration 5F: 3 clusters Score -397389.4 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -397664.406250 Penalty: 848.518860 Iteration 6F: 3 clusters Score -397664.4 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -397896.687500 Penalty: 848.518860 Iteration 7Q: 3 clusters Score -397896.7 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -398111.562500 Penalty: 848.518860 Iteration 8Q: 3 clusters Score -398111.6 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -398284.875000 Penalty: 848.518860 Iteration 9Q: 3 clusters Score -398284.9 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -398423.406250 Penalty: 848.518860 Iteration 10Q: 3 clusters Score -398423.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -398529.000000 Penalty: 848.518860 Iteration 11Q: 3 clusters Score -398529 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -398629.093750 Penalty: 848.518860 Iteration 12Q: 3 clusters Score -398629.1 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7855 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -398712.218750 Penalty: 848.518860 Iteration 13Q: 3 clusters Score -398712.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8018 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -398797.437500 Penalty: 848.518860 Iteration 14Q: 3 clusters Score -398797.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -398876.375000 Penalty: 848.518860 Iteration 15Q: 3 clusters Score -398876.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -398953.812500 Penalty: 848.518860 Iteration 16Q: 3 clusters Score -398953.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -399019.312500 Penalty: 848.518860 Iteration 17Q: 3 clusters Score -399019.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -399079.937500 Penalty: 848.518860 Iteration 18Q: 3 clusters Score -399079.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -399137.937500 Penalty: 848.518860 Iteration 19Q: 3 clusters Score -399137.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -399188.812500 Penalty: 848.518860 Iteration 20F: 3 clusters Score -399188.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -399216.625000 Penalty: 848.518860 Iteration 21Q: 3 clusters Score -399216.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -399237.562500 Penalty: 848.518860 Iteration 22Q: 3 clusters Score -399237.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9035 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -399245.750000 Penalty: 848.518860 Iteration 23Q: 3 clusters Score -399245.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -399258.750000 Penalty: 848.518860 Iteration 24Q: 3 clusters Score -399258.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -399272.843750 Penalty: 848.518860 Iteration 25Q: 3 clusters Score -399272.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -399284.406250 Penalty: 848.518860 Iteration 26Q: 3 clusters Score -399284.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -399295.875000 Penalty: 848.518860 Iteration 27Q: 3 clusters Score -399295.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -399310.781250 Penalty: 848.518860 Iteration 28Q: 3 clusters Score -399310.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -399332.812500 Penalty: 848.518860 Iteration 29Q: 3 clusters Score -399332.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -399363.156250 Penalty: 848.518860 Iteration 30Q: 3 clusters Score -399363.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -399397.343750 Penalty: 848.518860 Iteration 31Q: 3 clusters Score -399397.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -399424.031250 Penalty: 848.518860 Iteration 32Q: 3 clusters Score -399424 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -399446.531250 Penalty: 848.518860 Iteration 33Q: 3 clusters Score -399446.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -399471.187500 Penalty: 848.518860 Iteration 34Q: 3 clusters Score -399471.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -399506.468750 Penalty: 848.518860 Iteration 35Q: 3 clusters Score -399506.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -399537.218750 Penalty: 848.518860 Iteration 36Q: 3 clusters Score -399537.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10140 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -399568.031250 Penalty: 848.518860 Iteration 37Q: 3 clusters Score -399568 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -399607.968750 Penalty: 848.518860 Iteration 38Q: 3 clusters Score -399608 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -399641.156250 Penalty: 848.518860 Iteration 39Q: 3 clusters Score -399641.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -399665.125000 Penalty: 848.518860 Iteration 40F: 3 clusters Score -399665.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -399685.906250 Penalty: 848.518860 Iteration 41Q: 3 clusters Score -399685.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -399708.187500 Penalty: 848.518860 Iteration 42Q: 3 clusters Score -399708.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -399724.218750 Penalty: 848.518860 Iteration 43Q: 3 clusters Score -399724.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -399734.156250 Penalty: 848.518860 Iteration 44Q: 3 clusters Score -399734.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10614 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -399745.437500 Penalty: 848.518860 Iteration 45Q: 3 clusters Score -399745.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10640 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -399754.406250 Penalty: 848.518860 Iteration 46Q: 3 clusters Score -399754.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -399763.093750 Penalty: 848.518860 Iteration 47Q: 3 clusters Score -399763.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -399768.031250 Penalty: 848.518860 Iteration 48Q: 3 clusters Score -399768 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -399771.968750 Penalty: 848.518860 Iteration 49Q: 3 clusters Score -399772 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10723 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -399774.156250 Penalty: 848.518860 Iteration 50Q: 3 clusters Score -399774.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -399777.500000 Penalty: 848.518860 Iteration 51Q: 3 clusters Score -399777.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -399780.156250 Penalty: 848.518860 Iteration 52Q: 3 clusters Score -399780.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -399784.906250 Penalty: 848.518860 Iteration 53Q: 3 clusters Score -399784.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -399790.843750 Penalty: 848.518860 Iteration 54Q: 3 clusters Score -399790.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10763 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -399794.875000 Penalty: 848.518860 Iteration 55Q: 3 clusters Score -399794.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -399802.000000 Penalty: 848.518860 Iteration 56Q: 3 clusters Score -399802 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -399807.281250 Penalty: 848.518860 Iteration 57Q: 3 clusters Score -399807.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -399811.031250 Penalty: 848.518860 Iteration 58Q: 3 clusters Score -399811 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -399816.281250 Penalty: 848.518860 Iteration 59Q: 3 clusters Score -399816.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10822 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -399818.468750 Penalty: 848.518860 Iteration 60F: 3 clusters Score -399818.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10831 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -399825.187500 Penalty: 848.518860 Iteration 61Q: 3 clusters Score -399825.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -399832.093750 Penalty: 848.518860 Iteration 62Q: 3 clusters Score -399832.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10847 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -399836.781250 Penalty: 848.518860 Iteration 63Q: 3 clusters Score -399836.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -399840.843750 Penalty: 848.518860 Iteration 64Q: 3 clusters Score -399840.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -399846.343750 Penalty: 848.518860 Iteration 65Q: 3 clusters Score -399846.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10870 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -399850.593750 Penalty: 848.518860 Iteration 66Q: 3 clusters Score -399850.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -399853.875000 Penalty: 848.518860 Iteration 67Q: 3 clusters Score -399853.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10879 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -399856.281250 Penalty: 848.518860 Iteration 68Q: 3 clusters Score -399856.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -399856.406250 Penalty: 848.518860 Iteration 69Q: 3 clusters Score -399856.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10884 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -399856.312500 Penalty: 848.518860 Iteration 70Q: 3 clusters Score -399856.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10887 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -399858.906250 Penalty: 848.518860 Iteration 71Q: 3 clusters Score -399858.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -399860.500000 Penalty: 848.518860 Iteration 72Q: 3 clusters Score -399860.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -399861.812500 Penalty: 848.518860 Iteration 73Q: 3 clusters Score -399861.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10899 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -399863.531250 Penalty: 848.518860 Iteration 74Q: 3 clusters Score -399863.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -399866.187500 Penalty: 848.518860 Iteration 75Q: 3 clusters Score -399866.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -399868.968750 Penalty: 848.518860 Iteration 76Q: 3 clusters Score -399869 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10911 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -399869.875000 Penalty: 848.518860 Iteration 77Q: 3 clusters Score -399869.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -399872.531250 Penalty: 848.518860 Iteration 78Q: 3 clusters Score -399872.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -399872.812500 Penalty: 848.518860 Iteration 79Q: 3 clusters Score -399872.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -399875.531250 Penalty: 848.518860 Iteration 80F: 3 clusters Score -399875.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -399876.687500 Penalty: 848.518860 Iteration 81Q: 3 clusters Score -399876.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10917 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -399876.468750 Penalty: 848.518860 Iteration 82Q: 3 clusters Score -399876.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -399876.531250 Penalty: 848.518860 Iteration 83Q: 3 clusters Score -399876.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -399877.937500 Penalty: 848.518860 Iteration 84Q: 3 clusters Score -399877.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -399877.593750 Penalty: 848.518860 Iteration 85Q: 3 clusters Score -399877.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -399877.593750 Penalty: 848.518860 Iteration 86F: 3 clusters Score -399877.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2468 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Entering Unmasked Estep Score: -69773.664062 Penalty: 355.407928 Iteration 0F: 2 clusters Score -69773.66 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 1256 members Entering Unmasked Estep Score: -68029.835938 Penalty: 710.815857 Iteration 0F: 3 clusters Score -68029.84 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -68762.039062 Penalty: 710.815857 Iteration 1F: 3 clusters Score -68762.04 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -68945.695312 Penalty: 710.815857 Iteration 2F: 3 clusters Score -68945.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -69074.390625 Penalty: 710.815857 Iteration 3F: 3 clusters Score -69074.39 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -69158.578125 Penalty: 710.815857 Iteration 4F: 3 clusters Score -69158.58 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -69207.992188 Penalty: 710.815857 Iteration 5Q: 3 clusters Score -69207.99 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -69242.773438 Penalty: 710.815857 Iteration 6Q: 3 clusters Score -69242.77 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -69269.109375 Penalty: 710.815857 Iteration 7Q: 3 clusters Score -69269.11 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -69290.773438 Penalty: 710.815857 Iteration 8Q: 3 clusters Score -69290.77 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -69308.921875 Penalty: 710.815857 Iteration 9Q: 3 clusters Score -69308.92 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -69321.914062 Penalty: 710.815857 Iteration 10Q: 3 clusters Score -69321.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -69329.648438 Penalty: 710.815857 Iteration 11Q: 3 clusters Score -69329.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -69334.992188 Penalty: 710.815857 Iteration 12Q: 3 clusters Score -69334.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -69340.453125 Penalty: 710.815857 Iteration 13Q: 3 clusters Score -69340.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -69342.914062 Penalty: 710.815857 Iteration 14Q: 3 clusters Score -69342.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -69344.171875 Penalty: 710.815857 Iteration 15Q: 3 clusters Score -69344.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -69345.617188 Penalty: 710.815857 Iteration 16Q: 3 clusters Score -69345.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -69347.492188 Penalty: 710.815857 Iteration 17Q: 3 clusters Score -69347.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -69350.867188 Penalty: 710.815857 Iteration 18Q: 3 clusters Score -69350.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -69354.054688 Penalty: 710.815857 Iteration 19Q: 3 clusters Score -69354.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -69357.640625 Penalty: 710.815857 Iteration 20F: 3 clusters Score -69357.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -69359.054688 Penalty: 710.815857 Iteration 21Q: 3 clusters Score -69359.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -69360.437500 Penalty: 710.815857 Iteration 22Q: 3 clusters Score -69360.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -69361.109375 Penalty: 710.815857 Iteration 23Q: 3 clusters Score -69361.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -69361.609375 Penalty: 710.815857 Iteration 24Q: 3 clusters Score -69361.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -69362.054688 Penalty: 710.815857 Iteration 25Q: 3 clusters Score -69362.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -69362.546875 Penalty: 710.815857 Iteration 26Q: 3 clusters Score -69362.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -69363.492188 Penalty: 710.815857 Iteration 27Q: 3 clusters Score -69363.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -69364.078125 Penalty: 710.815857 Iteration 28Q: 3 clusters Score -69364.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -69366.171875 Penalty: 710.815857 Iteration 29Q: 3 clusters Score -69366.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -69367.929688 Penalty: 710.815857 Iteration 30Q: 3 clusters Score -69367.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -69368.398438 Penalty: 710.815857 Iteration 31Q: 3 clusters Score -69368.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -69368.484375 Penalty: 710.815857 Iteration 32Q: 3 clusters Score -69368.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -69368.929688 Penalty: 710.815857 Iteration 33Q: 3 clusters Score -69368.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -69370.046875 Penalty: 710.815857 Iteration 34Q: 3 clusters Score -69370.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -69371.648438 Penalty: 710.815857 Iteration 35Q: 3 clusters Score -69371.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -69372.585938 Penalty: 710.815857 Iteration 36Q: 3 clusters Score -69372.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -69373.382812 Penalty: 710.815857 Iteration 37Q: 3 clusters Score -69373.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -69374.312500 Penalty: 710.815857 Iteration 38Q: 3 clusters Score -69374.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -69376.140625 Penalty: 710.815857 Iteration 39Q: 3 clusters Score -69376.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -69377.242188 Penalty: 710.815857 Iteration 40F: 3 clusters Score -69377.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -69377.484375 Penalty: 710.815857 Iteration 41Q: 3 clusters Score -69377.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -69377.601562 Penalty: 710.815857 Iteration 42Q: 3 clusters Score -69377.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -69377.687500 Penalty: 710.815857 Iteration 43Q: 3 clusters Score -69377.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -69377.687500 Penalty: 710.815857 Iteration 44F: 3 clusters Score -69377.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Entering Unmasked Estep Score: -134864.734375 Penalty: 380.923096 Iteration 0F: 2 clusters Score -134864.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -131952.687500 Penalty: 761.846191 Iteration 0F: 3 clusters Score -131952.7 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -133037.921875 Penalty: 761.846191 Iteration 1F: 3 clusters Score -133037.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -133142.640625 Penalty: 761.846191 Iteration 2F: 3 clusters Score -133142.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -133257.859375 Penalty: 761.846191 Iteration 3Q: 3 clusters Score -133257.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -133365.656250 Penalty: 761.846191 Iteration 4F: 3 clusters Score -133365.7 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -133488.531250 Penalty: 761.846191 Iteration 5F: 3 clusters Score -133488.5 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -133626.750000 Penalty: 761.846191 Iteration 6Q: 3 clusters Score -133626.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -133750.890625 Penalty: 761.846191 Iteration 7Q: 3 clusters Score -133750.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -133853.859375 Penalty: 761.846191 Iteration 8Q: 3 clusters Score -133853.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -133924.531250 Penalty: 761.846191 Iteration 9Q: 3 clusters Score -133924.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -133978.437500 Penalty: 761.846191 Iteration 10Q: 3 clusters Score -133978.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -134012.281250 Penalty: 761.846191 Iteration 11Q: 3 clusters Score -134012.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -134042.015625 Penalty: 761.846191 Iteration 12Q: 3 clusters Score -134042 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -134068.750000 Penalty: 761.846191 Iteration 13Q: 3 clusters Score -134068.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -134087.875000 Penalty: 761.846191 Iteration 14Q: 3 clusters Score -134087.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -134102.828125 Penalty: 761.846191 Iteration 15Q: 3 clusters Score -134102.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -134117.156250 Penalty: 761.846191 Iteration 16Q: 3 clusters Score -134117.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -134131.312500 Penalty: 761.846191 Iteration 17Q: 3 clusters Score -134131.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -134145.265625 Penalty: 761.846191 Iteration 18Q: 3 clusters Score -134145.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -134157.906250 Penalty: 761.846191 Iteration 19Q: 3 clusters Score -134157.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -134171.125000 Penalty: 761.846191 Iteration 20F: 3 clusters Score -134171.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -134188.671875 Penalty: 761.846191 Iteration 21Q: 3 clusters Score -134188.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -134206.843750 Penalty: 761.846191 Iteration 22Q: 3 clusters Score -134206.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -134218.375000 Penalty: 761.846191 Iteration 23Q: 3 clusters Score -134218.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -134229.265625 Penalty: 761.846191 Iteration 24Q: 3 clusters Score -134229.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -134244.406250 Penalty: 761.846191 Iteration 25Q: 3 clusters Score -134244.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -134258.390625 Penalty: 761.846191 Iteration 26Q: 3 clusters Score -134258.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -134271.296875 Penalty: 761.846191 Iteration 27Q: 3 clusters Score -134271.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -134285.781250 Penalty: 761.846191 Iteration 28Q: 3 clusters Score -134285.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -134297.906250 Penalty: 761.846191 Iteration 29Q: 3 clusters Score -134297.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -134311.671875 Penalty: 761.846191 Iteration 30Q: 3 clusters Score -134311.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -134322.265625 Penalty: 761.846191 Iteration 31Q: 3 clusters Score -134322.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -134328.015625 Penalty: 761.846191 Iteration 32Q: 3 clusters Score -134328 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -134330.843750 Penalty: 761.846191 Iteration 33Q: 3 clusters Score -134330.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -134332.671875 Penalty: 761.846191 Iteration 34Q: 3 clusters Score -134332.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -134335.718750 Penalty: 761.846191 Iteration 35Q: 3 clusters Score -134335.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -134337.656250 Penalty: 761.846191 Iteration 36Q: 3 clusters Score -134337.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -134340.593750 Penalty: 761.846191 Iteration 37Q: 3 clusters Score -134340.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -134344.890625 Penalty: 761.846191 Iteration 38Q: 3 clusters Score -134344.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -134347.000000 Penalty: 761.846191 Iteration 39Q: 3 clusters Score -134347 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -134349.859375 Penalty: 761.846191 Iteration 40F: 3 clusters Score -134349.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -134352.750000 Penalty: 761.846191 Iteration 41Q: 3 clusters Score -134352.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -134354.484375 Penalty: 761.846191 Iteration 42Q: 3 clusters Score -134354.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -134356.406250 Penalty: 761.846191 Iteration 43Q: 3 clusters Score -134356.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -134357.875000 Penalty: 761.846191 Iteration 44Q: 3 clusters Score -134357.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -134359.687500 Penalty: 761.846191 Iteration 45Q: 3 clusters Score -134359.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -134361.125000 Penalty: 761.846191 Iteration 46Q: 3 clusters Score -134361.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -134361.765625 Penalty: 761.846191 Iteration 47Q: 3 clusters Score -134361.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -134362.921875 Penalty: 761.846191 Iteration 48Q: 3 clusters Score -134362.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -134363.984375 Penalty: 761.846191 Iteration 49Q: 3 clusters Score -134364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -134363.906250 Penalty: 761.846191 Iteration 50Q: 3 clusters Score -134363.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -134364.406250 Penalty: 761.846191 Iteration 51Q: 3 clusters Score -134364.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -134365.625000 Penalty: 761.846191 Iteration 52Q: 3 clusters Score -134365.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -134366.312500 Penalty: 761.846191 Iteration 53Q: 3 clusters Score -134366.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -134367.328125 Penalty: 761.846191 Iteration 54Q: 3 clusters Score -134367.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -134368.062500 Penalty: 761.846191 Iteration 55Q: 3 clusters Score -134368.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -134368.140625 Penalty: 761.846191 Iteration 56Q: 3 clusters Score -134368.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -134368.609375 Penalty: 761.846191 Iteration 57Q: 3 clusters Score -134368.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -134369.328125 Penalty: 761.846191 Iteration 58Q: 3 clusters Score -134369.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -134369.796875 Penalty: 761.846191 Iteration 59Q: 3 clusters Score -134369.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -134370.453125 Penalty: 761.846191 Iteration 60F: 3 clusters Score -134370.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -134371.375000 Penalty: 761.846191 Iteration 61Q: 3 clusters Score -134371.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -134371.734375 Penalty: 761.846191 Iteration 62Q: 3 clusters Score -134371.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -134373.125000 Penalty: 761.846191 Iteration 63Q: 3 clusters Score -134373.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -134374.093750 Penalty: 761.846191 Iteration 64Q: 3 clusters Score -134374.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -134375.453125 Penalty: 761.846191 Iteration 65Q: 3 clusters Score -134375.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -134376.234375 Penalty: 761.846191 Iteration 66Q: 3 clusters Score -134376.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -134377.390625 Penalty: 761.846191 Iteration 67Q: 3 clusters Score -134377.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -134377.718750 Penalty: 761.846191 Iteration 68Q: 3 clusters Score -134377.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -134379.015625 Penalty: 761.846191 Iteration 69Q: 3 clusters Score -134379 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -134382.312500 Penalty: 761.846191 Iteration 70Q: 3 clusters Score -134382.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -134386.250000 Penalty: 761.846191 Iteration 71Q: 3 clusters Score -134386.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -134387.000000 Penalty: 761.846191 Iteration 72Q: 3 clusters Score -134387 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -134388.687500 Penalty: 761.846191 Iteration 73Q: 3 clusters Score -134388.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -134390.500000 Penalty: 761.846191 Iteration 74Q: 3 clusters Score -134390.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -134391.296875 Penalty: 761.846191 Iteration 75Q: 3 clusters Score -134391.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -134391.765625 Penalty: 761.846191 Iteration 76Q: 3 clusters Score -134391.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -134392.046875 Penalty: 761.846191 Iteration 77Q: 3 clusters Score -134392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -134392.390625 Penalty: 761.846191 Iteration 78Q: 3 clusters Score -134392.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -134392.390625 Penalty: 761.846191 Iteration 79F: 3 clusters Score -134392.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (29993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29993 members Entering Unmasked Estep Score: -1102224.375000 Penalty: 469.046753 Iteration 0F: 2 clusters Score -1102224 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 14920 members Entering Unmasked Estep Score: -1082203.875000 Penalty: 938.093506 Iteration 0F: 3 clusters Score -1082204 nChanged 14399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -1091042.000000 Penalty: 938.093506 Iteration 1F: 3 clusters Score -1091042 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1091910.875000 Penalty: 938.093506 Iteration 2F: 3 clusters Score -1091911 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20575 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -1093321.000000 Penalty: 938.093506 Iteration 3F: 3 clusters Score -1093321 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23008 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -1095408.500000 Penalty: 938.093506 Iteration 4F: 3 clusters Score -1095408 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25445 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1097706.375000 Penalty: 938.093506 Iteration 5F: 3 clusters Score -1097706 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27383 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -1099573.125000 Penalty: 938.093506 Iteration 6F: 3 clusters Score -1099573 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28596 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -1100705.500000 Penalty: 938.093506 Iteration 7Q: 3 clusters Score -1100706 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29280 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -1101291.875000 Penalty: 938.093506 Iteration 8Q: 3 clusters Score -1101292 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29612 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1101561.125000 Penalty: 938.093506 Iteration 9Q: 3 clusters Score -1101561 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29784 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -1101715.750000 Penalty: 938.093506 Iteration 10Q: 3 clusters Score -1101716 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29855 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -1101791.250000 Penalty: 938.093506 Iteration 11Q: 3 clusters Score -1101791 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29877 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1101823.125000 Penalty: 938.093506 Iteration 12Q: 3 clusters Score -1101823 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29888 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1101844.625000 Penalty: 938.093506 Iteration 13Q: 3 clusters Score -1101845 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29893 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -1101858.500000 Penalty: 938.093506 Iteration 14Q: 3 clusters Score -1101858 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29890 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1101870.125000 Penalty: 938.093506 Iteration 15Q: 3 clusters Score -1101870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29890 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1101874.000000 Penalty: 938.093506 Iteration 16Q: 3 clusters Score -1101874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29891 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -1101875.625000 Penalty: 938.093506 Iteration 17Q: 3 clusters Score -1101876 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29888 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -1101876.875000 Penalty: 938.093506 Iteration 18Q: 3 clusters Score -1101877 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29887 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1101877.500000 Penalty: 938.093506 Iteration 19Q: 3 clusters Score -1101878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1101878.750000 Penalty: 938.093506 Iteration 20F: 3 clusters Score -1101879 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1101880.375000 Penalty: 938.093506 Iteration 21Q: 3 clusters Score -1101880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1101882.750000 Penalty: 938.093506 Iteration 22Q: 3 clusters Score -1101883 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29886 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1101882.750000 Penalty: 938.093506 Iteration 23F: 3 clusters Score -1101883 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (830 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Entering Unmasked Estep Score: -25851.792969 Penalty: 305.824860 Iteration 0F: 2 clusters Score -25851.79 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 438 members Entering Unmasked Estep Score: -25135.480469 Penalty: 611.649719 Iteration 0F: 3 clusters Score -25135.48 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -25371.109375 Penalty: 611.649719 Iteration 1F: 3 clusters Score -25371.11 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -25438.015625 Penalty: 611.649719 Iteration 2F: 3 clusters Score -25438.02 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -25507.203125 Penalty: 611.649719 Iteration 3F: 3 clusters Score -25507.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -25564.496094 Penalty: 611.649719 Iteration 4F: 3 clusters Score -25564.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -25598.056641 Penalty: 611.649719 Iteration 5Q: 3 clusters Score -25598.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -25613.017578 Penalty: 611.649719 Iteration 6Q: 3 clusters Score -25613.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -25619.769531 Penalty: 611.649719 Iteration 7Q: 3 clusters Score -25619.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -25622.126953 Penalty: 611.649719 Iteration 8Q: 3 clusters Score -25622.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -25622.953125 Penalty: 611.649719 Iteration 9Q: 3 clusters Score -25622.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -25624.033203 Penalty: 611.649719 Iteration 10Q: 3 clusters Score -25624.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -25624.794922 Penalty: 611.649719 Iteration 11Q: 3 clusters Score -25624.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -25625.367188 Penalty: 611.649719 Iteration 12Q: 3 clusters Score -25625.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -25625.367188 Penalty: 611.649719 Iteration 13F: 3 clusters Score -25625.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Entering Unmasked Estep Score: -12733.243164 Penalty: 286.434601 Iteration 0F: 2 clusters Score -12733.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -12284.910156 Penalty: 572.869202 Iteration 0F: 3 clusters Score -12284.91 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -12587.481445 Penalty: 572.869202 Iteration 1F: 3 clusters Score -12587.48 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -12666.183594 Penalty: 572.869202 Iteration 2F: 3 clusters Score -12666.18 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -12709.473633 Penalty: 572.869202 Iteration 3F: 3 clusters Score -12709.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -12719.313477 Penalty: 572.869202 Iteration 4Q: 3 clusters Score -12719.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -12723.434570 Penalty: 572.869202 Iteration 5Q: 3 clusters Score -12723.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -12725.295898 Penalty: 572.869202 Iteration 6Q: 3 clusters Score -12725.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -12725.674805 Penalty: 572.869202 Iteration 7Q: 3 clusters Score -12725.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -12726.048828 Penalty: 572.869202 Iteration 8Q: 3 clusters Score -12726.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -12726.228516 Penalty: 572.869202 Iteration 9Q: 3 clusters Score -12726.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -12726.754883 Penalty: 572.869202 Iteration 10Q: 3 clusters Score -12726.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -12728.372070 Penalty: 572.869202 Iteration 11Q: 3 clusters Score -12728.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -12729.378906 Penalty: 572.869202 Iteration 12Q: 3 clusters Score -12729.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -12737.418945 Penalty: 572.869202 Iteration 13Q: 3 clusters Score -12737.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -12742.554688 Penalty: 572.869202 Iteration 14Q: 3 clusters Score -12742.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -12749.379883 Penalty: 572.869202 Iteration 15Q: 3 clusters Score -12749.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -12749.915039 Penalty: 572.869202 Iteration 16Q: 3 clusters Score -12749.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -12749.915039 Penalty: 572.869202 Iteration 17F: 3 clusters Score -12749.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5191 members Mstep: Class 3 contains 1909 members Mstep: Class 4 contains 13920 members Mstep: Class 5 contains 5431 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 11081 members Mstep: Class 8 contains 1980 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 165 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 18039 members Mstep: Class 19 contains 10169 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 885 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2582 members Mstep: Class 24 contains 4522 members Mstep: Class 25 contains 14711 members Mstep: Class 26 contains 845 members Mstep: Class 27 contains 377 members Entering Unmasked Estep Score: -4954885.500000 Penalty: 14685.705078 Splitting cluster 16 changes total score from -4953779.000000 to -4954885.500000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 17 (896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Entering Unmasked Estep Score: -31030.949219 Penalty: 309.306274 Iteration 0F: 2 clusters Score -31030.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -30315.519531 Penalty: 618.612549 Iteration 0F: 3 clusters Score -30315.52 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -30501.970703 Penalty: 618.612549 Iteration 1F: 3 clusters Score -30501.97 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -30551.148438 Penalty: 618.612549 Iteration 2F: 3 clusters Score -30551.15 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -30572.839844 Penalty: 618.612549 Iteration 3F: 3 clusters Score -30572.84 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -30584.724609 Penalty: 618.612549 Iteration 4Q: 3 clusters Score -30584.72 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -30596.031250 Penalty: 618.612549 Iteration 5Q: 3 clusters Score -30596.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -30607.720703 Penalty: 618.612549 Iteration 6Q: 3 clusters Score -30607.72 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -30619.667969 Penalty: 618.612549 Iteration 7Q: 3 clusters Score -30619.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -30626.101562 Penalty: 618.612549 Iteration 8Q: 3 clusters Score -30626.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -30629.796875 Penalty: 618.612549 Iteration 9Q: 3 clusters Score -30629.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -30632.523438 Penalty: 618.612549 Iteration 10Q: 3 clusters Score -30632.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30634.074219 Penalty: 618.612549 Iteration 11Q: 3 clusters Score -30634.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -30636.185547 Penalty: 618.612549 Iteration 12Q: 3 clusters Score -30636.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -30639.949219 Penalty: 618.612549 Iteration 13Q: 3 clusters Score -30639.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -30641.611328 Penalty: 618.612549 Iteration 14Q: 3 clusters Score -30641.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -30643.371094 Penalty: 618.612549 Iteration 15Q: 3 clusters Score -30643.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30644.732422 Penalty: 618.612549 Iteration 16Q: 3 clusters Score -30644.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30645.228516 Penalty: 618.612549 Iteration 17Q: 3 clusters Score -30645.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30645.228516 Penalty: 618.612549 Iteration 18F: 3 clusters Score -30645.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (18039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18039 members Entering Unmasked Estep Score: -626163.812500 Penalty: 445.913239 Iteration 0F: 2 clusters Score -626163.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9155 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -614180.250000 Penalty: 891.826477 Iteration 0F: 3 clusters Score -614180.2 nChanged 8498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -619337.750000 Penalty: 891.826477 Iteration 1F: 3 clusters Score -619337.8 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -620218.750000 Penalty: 891.826477 Iteration 2F: 3 clusters Score -620218.8 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13533 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -621437.875000 Penalty: 891.826477 Iteration 3F: 3 clusters Score -621437.9 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -622897.312500 Penalty: 891.826477 Iteration 4F: 3 clusters Score -622897.3 nChanged 1326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -624242.125000 Penalty: 891.826477 Iteration 5F: 3 clusters Score -624242.1 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17239 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -625106.125000 Penalty: 891.826477 Iteration 6Q: 3 clusters Score -625106.1 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17664 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -625503.812500 Penalty: 891.826477 Iteration 7Q: 3 clusters Score -625503.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17829 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -625638.312500 Penalty: 891.826477 Iteration 8Q: 3 clusters Score -625638.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17892 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -625703.000000 Penalty: 891.826477 Iteration 9Q: 3 clusters Score -625703 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17922 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -625747.062500 Penalty: 891.826477 Iteration 10Q: 3 clusters Score -625747.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -625767.375000 Penalty: 891.826477 Iteration 11Q: 3 clusters Score -625767.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17945 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -625776.625000 Penalty: 891.826477 Iteration 12Q: 3 clusters Score -625776.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17947 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -625777.687500 Penalty: 891.826477 Iteration 13Q: 3 clusters Score -625777.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17948 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -625778.000000 Penalty: 891.826477 Iteration 14Q: 3 clusters Score -625778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -625779.250000 Penalty: 891.826477 Iteration 15Q: 3 clusters Score -625779.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17949 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -625779.250000 Penalty: 891.826477 Iteration 16F: 3 clusters Score -625779.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (10169 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Entering Unmasked Estep Score: -342207.312500 Penalty: 419.833038 Iteration 0F: 2 clusters Score -342207.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -335380.968750 Penalty: 839.666077 Iteration 0F: 3 clusters Score -335381 nChanged 4785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -338463.468750 Penalty: 839.666077 Iteration 1F: 3 clusters Score -338463.5 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -338862.625000 Penalty: 839.666077 Iteration 2F: 3 clusters Score -338862.6 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -339270.625000 Penalty: 839.666077 Iteration 3F: 3 clusters Score -339270.6 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -339668.250000 Penalty: 839.666077 Iteration 4F: 3 clusters Score -339668.2 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -340019.937500 Penalty: 839.666077 Iteration 5F: 3 clusters Score -340019.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -340245.750000 Penalty: 839.666077 Iteration 6Q: 3 clusters Score -340245.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -340356.593750 Penalty: 839.666077 Iteration 7Q: 3 clusters Score -340356.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -340440.406250 Penalty: 839.666077 Iteration 8Q: 3 clusters Score -340440.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -340521.312500 Penalty: 839.666077 Iteration 9Q: 3 clusters Score -340521.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 7539 members Entering Unmasked Estep Score: -340612.062500 Penalty: 839.666077 Iteration 10Q: 3 clusters Score -340612.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 7737 members Entering Unmasked Estep Score: -340693.093750 Penalty: 839.666077 Iteration 11Q: 3 clusters Score -340693.1 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -340771.562500 Penalty: 839.666077 Iteration 12Q: 3 clusters Score -340771.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -340863.531250 Penalty: 839.666077 Iteration 13Q: 3 clusters Score -340863.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -340962.875000 Penalty: 839.666077 Iteration 14Q: 3 clusters Score -340962.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -341055.375000 Penalty: 839.666077 Iteration 15Q: 3 clusters Score -341055.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -341163.062500 Penalty: 839.666077 Iteration 16Q: 3 clusters Score -341163.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 8903 members Entering Unmasked Estep Score: -341273.812500 Penalty: 839.666077 Iteration 17Q: 3 clusters Score -341273.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -341374.968750 Penalty: 839.666077 Iteration 18Q: 3 clusters Score -341375 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -341448.968750 Penalty: 839.666077 Iteration 19Q: 3 clusters Score -341449 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -341521.843750 Penalty: 839.666077 Iteration 20F: 3 clusters Score -341521.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -341584.750000 Penalty: 839.666077 Iteration 21Q: 3 clusters Score -341584.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -341643.750000 Penalty: 839.666077 Iteration 22Q: 3 clusters Score -341643.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -341693.531250 Penalty: 839.666077 Iteration 23Q: 3 clusters Score -341693.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -341725.093750 Penalty: 839.666077 Iteration 24Q: 3 clusters Score -341725.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -341748.093750 Penalty: 839.666077 Iteration 25Q: 3 clusters Score -341748.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 9820 members Entering Unmasked Estep Score: -341769.656250 Penalty: 839.666077 Iteration 26Q: 3 clusters Score -341769.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -341783.906250 Penalty: 839.666077 Iteration 27Q: 3 clusters Score -341783.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -341796.687500 Penalty: 839.666077 Iteration 28Q: 3 clusters Score -341796.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -341802.031250 Penalty: 839.666077 Iteration 29Q: 3 clusters Score -341802 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 9896 members Entering Unmasked Estep Score: -341805.062500 Penalty: 839.666077 Iteration 30Q: 3 clusters Score -341805.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 9905 members Entering Unmasked Estep Score: -341808.343750 Penalty: 839.666077 Iteration 31Q: 3 clusters Score -341808.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -341814.125000 Penalty: 839.666077 Iteration 32Q: 3 clusters Score -341814.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -341821.875000 Penalty: 839.666077 Iteration 33Q: 3 clusters Score -341821.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -341826.500000 Penalty: 839.666077 Iteration 34Q: 3 clusters Score -341826.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -341831.531250 Penalty: 839.666077 Iteration 35Q: 3 clusters Score -341831.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -341835.500000 Penalty: 839.666077 Iteration 36Q: 3 clusters Score -341835.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 9963 members Entering Unmasked Estep Score: -341838.468750 Penalty: 839.666077 Iteration 37Q: 3 clusters Score -341838.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -341842.062500 Penalty: 839.666077 Iteration 38Q: 3 clusters Score -341842.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -341844.968750 Penalty: 839.666077 Iteration 39Q: 3 clusters Score -341845 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -341847.687500 Penalty: 839.666077 Iteration 40F: 3 clusters Score -341847.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -341850.093750 Penalty: 839.666077 Iteration 41Q: 3 clusters Score -341850.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -341853.281250 Penalty: 839.666077 Iteration 42Q: 3 clusters Score -341853.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -341856.562500 Penalty: 839.666077 Iteration 43Q: 3 clusters Score -341856.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -341858.906250 Penalty: 839.666077 Iteration 44Q: 3 clusters Score -341858.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -341860.750000 Penalty: 839.666077 Iteration 45Q: 3 clusters Score -341860.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -341863.718750 Penalty: 839.666077 Iteration 46Q: 3 clusters Score -341863.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -341863.718750 Penalty: 839.666077 Iteration 47Q: 3 clusters Score -341863.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -341864.656250 Penalty: 839.666077 Iteration 48Q: 3 clusters Score -341864.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -341865.281250 Penalty: 839.666077 Iteration 49Q: 3 clusters Score -341865.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -341867.000000 Penalty: 839.666077 Iteration 50Q: 3 clusters Score -341867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -341868.031250 Penalty: 839.666077 Iteration 51Q: 3 clusters Score -341868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 10010 members Entering Unmasked Estep Score: -341869.406250 Penalty: 839.666077 Iteration 52Q: 3 clusters Score -341869.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 10012 members Entering Unmasked Estep Score: -341871.062500 Penalty: 839.666077 Iteration 53Q: 3 clusters Score -341871.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -341872.062500 Penalty: 839.666077 Iteration 54Q: 3 clusters Score -341872.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -341872.906250 Penalty: 839.666077 Iteration 55Q: 3 clusters Score -341872.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -341872.906250 Penalty: 839.666077 Iteration 56F: 3 clusters Score -341872.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2017 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Entering Unmasked Estep Score: -71046.296875 Penalty: 346.226166 Iteration 0F: 2 clusters Score -71046.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -69593.312500 Penalty: 692.452332 Iteration 0F: 3 clusters Score -69593.31 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -70242.898438 Penalty: 692.452332 Iteration 1F: 3 clusters Score -70242.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -70501.570312 Penalty: 692.452332 Iteration 2F: 3 clusters Score -70501.57 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -70728.539062 Penalty: 692.452332 Iteration 3F: 3 clusters Score -70728.54 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -70859.984375 Penalty: 692.452332 Iteration 4F: 3 clusters Score -70859.98 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -70919.789062 Penalty: 692.452332 Iteration 5Q: 3 clusters Score -70919.79 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -70946.835938 Penalty: 692.452332 Iteration 6Q: 3 clusters Score -70946.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -70966.398438 Penalty: 692.452332 Iteration 7Q: 3 clusters Score -70966.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -70988.781250 Penalty: 692.452332 Iteration 8Q: 3 clusters Score -70988.78 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -71005.125000 Penalty: 692.452332 Iteration 9Q: 3 clusters Score -71005.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -71011.562500 Penalty: 692.452332 Iteration 10Q: 3 clusters Score -71011.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -71018.625000 Penalty: 692.452332 Iteration 11Q: 3 clusters Score -71018.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -71021.960938 Penalty: 692.452332 Iteration 12Q: 3 clusters Score -71021.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -71025.828125 Penalty: 692.452332 Iteration 13Q: 3 clusters Score -71025.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -71030.015625 Penalty: 692.452332 Iteration 14Q: 3 clusters Score -71030.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -71033.445312 Penalty: 692.452332 Iteration 15Q: 3 clusters Score -71033.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -71035.976562 Penalty: 692.452332 Iteration 16Q: 3 clusters Score -71035.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -71037.984375 Penalty: 692.452332 Iteration 17Q: 3 clusters Score -71037.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -71039.335938 Penalty: 692.452332 Iteration 18Q: 3 clusters Score -71039.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -71041.593750 Penalty: 692.452332 Iteration 19Q: 3 clusters Score -71041.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -71042.820312 Penalty: 692.452332 Iteration 20F: 3 clusters Score -71042.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -71043.093750 Penalty: 692.452332 Iteration 21Q: 3 clusters Score -71043.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -71043.093750 Penalty: 692.452332 Iteration 22F: 3 clusters Score -71043.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Entering Unmasked Estep Score: -22355.126953 Penalty: 308.744232 Iteration 0F: 2 clusters Score -22355.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -21625.039062 Penalty: 617.488464 Iteration 0F: 3 clusters Score -21625.04 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -21907.939453 Penalty: 617.488464 Iteration 1F: 3 clusters Score -21907.94 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -22011.771484 Penalty: 617.488464 Iteration 2F: 3 clusters Score -22011.77 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -22074.673828 Penalty: 617.488464 Iteration 3F: 3 clusters Score -22074.67 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -22135.183594 Penalty: 617.488464 Iteration 4F: 3 clusters Score -22135.18 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -22189.996094 Penalty: 617.488464 Iteration 5Q: 3 clusters Score -22190 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -22209.521484 Penalty: 617.488464 Iteration 6Q: 3 clusters Score -22209.52 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -22224.843750 Penalty: 617.488464 Iteration 7Q: 3 clusters Score -22224.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -22238.152344 Penalty: 617.488464 Iteration 8Q: 3 clusters Score -22238.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -22247.966797 Penalty: 617.488464 Iteration 9Q: 3 clusters Score -22247.97 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -22260.367188 Penalty: 617.488464 Iteration 10Q: 3 clusters Score -22260.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -22265.638672 Penalty: 617.488464 Iteration 11Q: 3 clusters Score -22265.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -22268.085938 Penalty: 617.488464 Iteration 12Q: 3 clusters Score -22268.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -22269.630859 Penalty: 617.488464 Iteration 13Q: 3 clusters Score -22269.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -22275.814453 Penalty: 617.488464 Iteration 14Q: 3 clusters Score -22275.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -22281.232422 Penalty: 617.488464 Iteration 15Q: 3 clusters Score -22281.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -22282.898438 Penalty: 617.488464 Iteration 16Q: 3 clusters Score -22282.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -22284.919922 Penalty: 617.488464 Iteration 17Q: 3 clusters Score -22284.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -22286.673828 Penalty: 617.488464 Iteration 18Q: 3 clusters Score -22286.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -22288.197266 Penalty: 617.488464 Iteration 19Q: 3 clusters Score -22288.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -22288.507812 Penalty: 617.488464 Iteration 20F: 3 clusters Score -22288.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Entering Unmasked Estep Score: -39423.218750 Penalty: 323.088776 Iteration 0F: 2 clusters Score -39423.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -38502.855469 Penalty: 646.177551 Iteration 0F: 3 clusters Score -38502.86 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -38870.183594 Penalty: 646.177551 Iteration 1F: 3 clusters Score -38870.18 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -38964.488281 Penalty: 646.177551 Iteration 2F: 3 clusters Score -38964.49 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -39016.179688 Penalty: 646.177551 Iteration 3F: 3 clusters Score -39016.18 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -39046.531250 Penalty: 646.177551 Iteration 4Q: 3 clusters Score -39046.53 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -39075.148438 Penalty: 646.177551 Iteration 5Q: 3 clusters Score -39075.15 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -39097.226562 Penalty: 646.177551 Iteration 6Q: 3 clusters Score -39097.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -39117.101562 Penalty: 646.177551 Iteration 7Q: 3 clusters Score -39117.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -39134.511719 Penalty: 646.177551 Iteration 8Q: 3 clusters Score -39134.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -39141.113281 Penalty: 646.177551 Iteration 9Q: 3 clusters Score -39141.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -39144.601562 Penalty: 646.177551 Iteration 10Q: 3 clusters Score -39144.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -39149.003906 Penalty: 646.177551 Iteration 11Q: 3 clusters Score -39149 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -39152.734375 Penalty: 646.177551 Iteration 12Q: 3 clusters Score -39152.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -39156.945312 Penalty: 646.177551 Iteration 13Q: 3 clusters Score -39156.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -39163.566406 Penalty: 646.177551 Iteration 14Q: 3 clusters Score -39163.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -39167.703125 Penalty: 646.177551 Iteration 15Q: 3 clusters Score -39167.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -39170.082031 Penalty: 646.177551 Iteration 16Q: 3 clusters Score -39170.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -39170.949219 Penalty: 646.177551 Iteration 17Q: 3 clusters Score -39170.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -39172.265625 Penalty: 646.177551 Iteration 18Q: 3 clusters Score -39172.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -39173.714844 Penalty: 646.177551 Iteration 19Q: 3 clusters Score -39173.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -39176.671875 Penalty: 646.177551 Iteration 20F: 3 clusters Score -39176.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -39180.273438 Penalty: 646.177551 Iteration 21Q: 3 clusters Score -39180.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -39181.199219 Penalty: 646.177551 Iteration 22Q: 3 clusters Score -39181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -39181.804688 Penalty: 646.177551 Iteration 23Q: 3 clusters Score -39181.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -39182.011719 Penalty: 646.177551 Iteration 24Q: 3 clusters Score -39182.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -39182.011719 Penalty: 646.177551 Iteration 25F: 3 clusters Score -39182.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Entering Unmasked Estep Score: -93423.992188 Penalty: 357.462524 Iteration 0F: 2 clusters Score -93423.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -91630.296875 Penalty: 714.925049 Iteration 0F: 3 clusters Score -91630.3 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -92246.171875 Penalty: 714.925049 Iteration 1F: 3 clusters Score -92246.17 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -92332.609375 Penalty: 714.925049 Iteration 2F: 3 clusters Score -92332.61 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -92385.960938 Penalty: 714.925049 Iteration 3Q: 3 clusters Score -92385.96 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -92424.882812 Penalty: 714.925049 Iteration 4Q: 3 clusters Score -92424.88 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -92459.546875 Penalty: 714.925049 Iteration 5Q: 3 clusters Score -92459.55 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -92501.914062 Penalty: 714.925049 Iteration 6Q: 3 clusters Score -92501.91 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -92545.296875 Penalty: 714.925049 Iteration 7Q: 3 clusters Score -92545.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -92592.007812 Penalty: 714.925049 Iteration 8Q: 3 clusters Score -92592.01 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -92640.789062 Penalty: 714.925049 Iteration 9Q: 3 clusters Score -92640.79 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -92681.718750 Penalty: 714.925049 Iteration 10Q: 3 clusters Score -92681.72 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -92724.757812 Penalty: 714.925049 Iteration 11Q: 3 clusters Score -92724.76 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -92767.921875 Penalty: 714.925049 Iteration 12Q: 3 clusters Score -92767.92 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -92796.640625 Penalty: 714.925049 Iteration 13Q: 3 clusters Score -92796.64 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -92830.203125 Penalty: 714.925049 Iteration 14Q: 3 clusters Score -92830.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -92861.984375 Penalty: 714.925049 Iteration 15Q: 3 clusters Score -92861.98 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -92895.320312 Penalty: 714.925049 Iteration 16Q: 3 clusters Score -92895.32 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -92942.382812 Penalty: 714.925049 Iteration 17Q: 3 clusters Score -92942.38 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -92990.828125 Penalty: 714.925049 Iteration 18Q: 3 clusters Score -92990.83 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -93017.414062 Penalty: 714.925049 Iteration 19Q: 3 clusters Score -93017.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -93039.406250 Penalty: 714.925049 Iteration 20F: 3 clusters Score -93039.41 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -93059.351562 Penalty: 714.925049 Iteration 21Q: 3 clusters Score -93059.35 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -93077.968750 Penalty: 714.925049 Iteration 22Q: 3 clusters Score -93077.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -93087.304688 Penalty: 714.925049 Iteration 23Q: 3 clusters Score -93087.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -93089.765625 Penalty: 714.925049 Iteration 24Q: 3 clusters Score -93089.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -93091.968750 Penalty: 714.925049 Iteration 25Q: 3 clusters Score -93091.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -93093.835938 Penalty: 714.925049 Iteration 26Q: 3 clusters Score -93093.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -93094.289062 Penalty: 714.925049 Iteration 27Q: 3 clusters Score -93094.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -93094.531250 Penalty: 714.925049 Iteration 28Q: 3 clusters Score -93094.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -93095.335938 Penalty: 714.925049 Iteration 29Q: 3 clusters Score -93095.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -93096.218750 Penalty: 714.925049 Iteration 30Q: 3 clusters Score -93096.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -93097.320312 Penalty: 714.925049 Iteration 31Q: 3 clusters Score -93097.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -93100.164062 Penalty: 714.925049 Iteration 32Q: 3 clusters Score -93100.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -93103.062500 Penalty: 714.925049 Iteration 33Q: 3 clusters Score -93103.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -93105.867188 Penalty: 714.925049 Iteration 34Q: 3 clusters Score -93105.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -93109.023438 Penalty: 714.925049 Iteration 35Q: 3 clusters Score -93109.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -93112.195312 Penalty: 714.925049 Iteration 36Q: 3 clusters Score -93112.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -93114.117188 Penalty: 714.925049 Iteration 37Q: 3 clusters Score -93114.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -93114.953125 Penalty: 714.925049 Iteration 38Q: 3 clusters Score -93114.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -93116.648438 Penalty: 714.925049 Iteration 39Q: 3 clusters Score -93116.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -93117.742188 Penalty: 714.925049 Iteration 40F: 3 clusters Score -93117.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -93118.562500 Penalty: 714.925049 Iteration 41Q: 3 clusters Score -93118.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -93119.242188 Penalty: 714.925049 Iteration 42Q: 3 clusters Score -93119.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -93119.671875 Penalty: 714.925049 Iteration 43Q: 3 clusters Score -93119.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -93121.179688 Penalty: 714.925049 Iteration 44Q: 3 clusters Score -93121.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -93121.421875 Penalty: 714.925049 Iteration 45Q: 3 clusters Score -93121.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -93121.421875 Penalty: 714.925049 Iteration 46F: 3 clusters Score -93121.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5191 members Mstep: Class 3 contains 1909 members Mstep: Class 4 contains 13920 members Mstep: Class 5 contains 5431 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 11081 members Mstep: Class 8 contains 1980 members Mstep: Class 9 contains 7019 members Mstep: Class 10 contains 988 members Mstep: Class 11 contains 11208 members Mstep: Class 12 contains 2468 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 165 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 18039 members Mstep: Class 19 contains 10169 members Mstep: Class 20 contains 2017 members Mstep: Class 21 contains 885 members Mstep: Class 22 contains 1213 members Mstep: Class 23 contains 2582 members Entering Unmasked Estep ConsiderDeletion Score: -4955308.500000 Penalty: 14685.705078 Iteration 79Q: 28 clusters Score -4955308 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 5178 members Mstep: Class 3 contains 2000 members Mstep: Class 4 contains 13921 members Mstep: Class 5 contains 5407 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11078 members Mstep: Class 8 contains 1955 members Mstep: Class 9 contains 7034 members Mstep: Class 10 contains 1026 members Mstep: Class 11 contains 11204 members Mstep: Class 12 contains 2477 members Mstep: Class 13 contains 4311 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 833 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 18308 members Mstep: Class 19 contains 10056 members Mstep: Class 20 contains 2031 members Mstep: Class 21 contains 918 members Mstep: Class 22 contains 1208 members Mstep: Class 23 contains 2583 members Mstep: Class 24 contains 4432 members Mstep: Class 25 contains 14614 members Mstep: Class 26 contains 752 members Mstep: Class 27 contains 392 members Entering Unmasked Estep ConsiderDeletion Score: -4955592.000000 Penalty: 14685.705078 Iteration 80F: 28 clusters Score -4955592 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 5152 members Mstep: Class 3 contains 2046 members Mstep: Class 4 contains 13919 members Mstep: Class 5 contains 5372 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11067 members Mstep: Class 8 contains 1955 members Mstep: Class 9 contains 7033 members Mstep: Class 10 contains 1043 members Mstep: Class 11 contains 11178 members Mstep: Class 12 contains 2478 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 29997 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 163 members Mstep: Class 17 contains 895 members Mstep: Class 18 contains 18510 members Mstep: Class 19 contains 9889 members Mstep: Class 20 contains 2027 members Mstep: Class 21 contains 927 members Mstep: Class 22 contains 1206 members Mstep: Class 23 contains 2583 members Mstep: Class 24 contains 4475 members Mstep: Class 25 contains 14586 members Mstep: Class 26 contains 709 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4955722.500000 Penalty: 14685.705078 Iteration 81Q: 28 clusters Score -4955722 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 5121 members Mstep: Class 3 contains 2075 members Mstep: Class 4 contains 13919 members Mstep: Class 5 contains 5342 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11057 members Mstep: Class 8 contains 1957 members Mstep: Class 9 contains 7036 members Mstep: Class 10 contains 1058 members Mstep: Class 11 contains 11165 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 4310 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 161 members Mstep: Class 17 contains 898 members Mstep: Class 18 contains 18720 members Mstep: Class 19 contains 9723 members Mstep: Class 20 contains 2028 members Mstep: Class 21 contains 942 members Mstep: Class 22 contains 1202 members Mstep: Class 23 contains 2582 members Mstep: Class 24 contains 4484 members Mstep: Class 25 contains 14560 members Mstep: Class 26 contains 683 members Mstep: Class 27 contains 427 members Entering Unmasked Estep ConsiderDeletion Score: -4955849.500000 Penalty: 14685.705078 Iteration 82Q: 28 clusters Score -4955850 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 5089 members Mstep: Class 3 contains 2099 members Mstep: Class 4 contains 13916 members Mstep: Class 5 contains 5309 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11050 members Mstep: Class 8 contains 1966 members Mstep: Class 9 contains 7039 members Mstep: Class 10 contains 1068 members Mstep: Class 11 contains 11141 members Mstep: Class 12 contains 2487 members Mstep: Class 13 contains 4310 members Mstep: Class 14 contains 29991 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 899 members Mstep: Class 18 contains 18980 members Mstep: Class 19 contains 9528 members Mstep: Class 20 contains 2028 members Mstep: Class 21 contains 959 members Mstep: Class 22 contains 1199 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4491 members Mstep: Class 25 contains 14542 members Mstep: Class 26 contains 664 members Mstep: Class 27 contains 428 members Entering Unmasked Estep ConsiderDeletion Score: -4955916.000000 Penalty: 14685.705078 Iteration 83Q: 28 clusters Score -4955916 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 5053 members Mstep: Class 3 contains 2115 members Mstep: Class 4 contains 13910 members Mstep: Class 5 contains 5280 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11040 members Mstep: Class 8 contains 1978 members Mstep: Class 9 contains 7042 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 11130 members Mstep: Class 12 contains 2488 members Mstep: Class 13 contains 4309 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 899 members Mstep: Class 18 contains 19225 members Mstep: Class 19 contains 9349 members Mstep: Class 20 contains 2025 members Mstep: Class 21 contains 974 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 2579 members Mstep: Class 24 contains 4495 members Mstep: Class 25 contains 14530 members Mstep: Class 26 contains 651 members Mstep: Class 27 contains 428 members Entering Unmasked Estep ConsiderDeletion Score: -4955952.500000 Penalty: 14685.705078 Iteration 84Q: 28 clusters Score -4955952 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 5020 members Mstep: Class 3 contains 2122 members Mstep: Class 4 contains 13914 members Mstep: Class 5 contains 5254 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11030 members Mstep: Class 8 contains 1982 members Mstep: Class 9 contains 7045 members Mstep: Class 10 contains 1072 members Mstep: Class 11 contains 11118 members Mstep: Class 12 contains 2488 members Mstep: Class 13 contains 4318 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 831 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 899 members Mstep: Class 18 contains 19447 members Mstep: Class 19 contains 9180 members Mstep: Class 20 contains 2021 members Mstep: Class 21 contains 982 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2579 members Mstep: Class 24 contains 4493 members Mstep: Class 25 contains 14527 members Mstep: Class 26 contains 644 members Mstep: Class 27 contains 429 members Entering Unmasked Estep ConsiderDeletion Score: -4956019.500000 Penalty: 14685.705078 Iteration 85Q: 28 clusters Score -4956020 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 5002 members Mstep: Class 3 contains 2131 members Mstep: Class 4 contains 13911 members Mstep: Class 5 contains 5228 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11016 members Mstep: Class 8 contains 1978 members Mstep: Class 9 contains 7046 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 11108 members Mstep: Class 12 contains 2491 members Mstep: Class 13 contains 4328 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 829 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 898 members Mstep: Class 18 contains 19685 members Mstep: Class 19 contains 8993 members Mstep: Class 20 contains 2019 members Mstep: Class 21 contains 992 members Mstep: Class 22 contains 1197 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4486 members Mstep: Class 25 contains 14519 members Mstep: Class 26 contains 639 members Mstep: Class 27 contains 431 members Entering Unmasked Estep ConsiderDeletion Score: -4956067.000000 Penalty: 14685.705078 Iteration 86Q: 28 clusters Score -4956067 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 4988 members Mstep: Class 3 contains 2143 members Mstep: Class 4 contains 13916 members Mstep: Class 5 contains 5212 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11010 members Mstep: Class 8 contains 1977 members Mstep: Class 9 contains 7050 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 11101 members Mstep: Class 12 contains 2487 members Mstep: Class 13 contains 4325 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 827 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 900 members Mstep: Class 18 contains 19906 members Mstep: Class 19 contains 8813 members Mstep: Class 20 contains 2014 members Mstep: Class 21 contains 995 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4486 members Mstep: Class 25 contains 14513 members Mstep: Class 26 contains 632 members Mstep: Class 27 contains 429 members Entering Unmasked Estep ConsiderDeletion Score: -4956104.000000 Penalty: 14685.705078 Iteration 87Q: 28 clusters Score -4956104 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 4973 members Mstep: Class 3 contains 2153 members Mstep: Class 4 contains 13916 members Mstep: Class 5 contains 5201 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11004 members Mstep: Class 8 contains 1977 members Mstep: Class 9 contains 7052 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 11094 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 4321 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 827 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 898 members Mstep: Class 18 contains 20127 members Mstep: Class 19 contains 8639 members Mstep: Class 20 contains 2012 members Mstep: Class 21 contains 995 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4478 members Mstep: Class 25 contains 14512 members Mstep: Class 26 contains 623 members Mstep: Class 27 contains 429 members Entering Unmasked Estep ConsiderDeletion Score: -4956147.000000 Penalty: 14685.705078 Iteration 88Q: 28 clusters Score -4956147 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 4953 members Mstep: Class 3 contains 2160 members Mstep: Class 4 contains 13915 members Mstep: Class 5 contains 5186 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11002 members Mstep: Class 8 contains 1976 members Mstep: Class 9 contains 7056 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 11092 members Mstep: Class 12 contains 2486 members Mstep: Class 13 contains 4326 members Mstep: Class 14 contains 29987 members Mstep: Class 15 contains 827 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 20326 members Mstep: Class 19 contains 8483 members Mstep: Class 20 contains 2007 members Mstep: Class 21 contains 1004 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2579 members Mstep: Class 24 contains 4469 members Mstep: Class 25 contains 14510 members Mstep: Class 26 contains 617 members Mstep: Class 27 contains 427 members Entering Unmasked Estep ConsiderDeletion Score: -4956165.000000 Penalty: 14685.705078 Iteration 89Q: 28 clusters Score -4956165 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 4930 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 13917 members Mstep: Class 5 contains 5168 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11003 members Mstep: Class 8 contains 1975 members Mstep: Class 9 contains 7058 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 11083 members Mstep: Class 12 contains 2491 members Mstep: Class 13 contains 4334 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 20527 members Mstep: Class 19 contains 8321 members Mstep: Class 20 contains 2004 members Mstep: Class 21 contains 1008 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2579 members Mstep: Class 24 contains 4459 members Mstep: Class 25 contains 14507 members Mstep: Class 26 contains 611 members Mstep: Class 27 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -4956177.000000 Penalty: 14685.705078 Iteration 90Q: 28 clusters Score -4956177 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 4905 members Mstep: Class 3 contains 2170 members Mstep: Class 4 contains 13918 members Mstep: Class 5 contains 5148 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11005 members Mstep: Class 8 contains 1975 members Mstep: Class 9 contains 7064 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11075 members Mstep: Class 12 contains 2492 members Mstep: Class 13 contains 4339 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 896 members Mstep: Class 18 contains 20726 members Mstep: Class 19 contains 8173 members Mstep: Class 20 contains 1997 members Mstep: Class 21 contains 1013 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4442 members Mstep: Class 25 contains 14506 members Mstep: Class 26 contains 608 members Mstep: Class 27 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -4956239.500000 Penalty: 14685.705078 Iteration 91Q: 28 clusters Score -4956240 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 4891 members Mstep: Class 3 contains 2174 members Mstep: Class 4 contains 13915 members Mstep: Class 5 contains 5129 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 11001 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 7069 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11064 members Mstep: Class 12 contains 2490 members Mstep: Class 13 contains 4350 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 897 members Mstep: Class 18 contains 20937 members Mstep: Class 19 contains 8008 members Mstep: Class 20 contains 1992 members Mstep: Class 21 contains 1015 members Mstep: Class 22 contains 1196 members Mstep: Class 23 contains 2581 members Mstep: Class 24 contains 4428 members Mstep: Class 25 contains 14503 members Mstep: Class 26 contains 606 members Mstep: Class 27 contains 427 members Entering Unmasked Estep ConsiderDeletion Score: -4956258.000000 Penalty: 14685.705078 Iteration 92Q: 28 clusters Score -4956258 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 4882 members Mstep: Class 3 contains 2177 members Mstep: Class 4 contains 13910 members Mstep: Class 5 contains 5110 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10996 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 7072 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11054 members Mstep: Class 12 contains 2496 members Mstep: Class 13 contains 4364 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 895 members Mstep: Class 18 contains 21134 members Mstep: Class 19 contains 7847 members Mstep: Class 20 contains 1988 members Mstep: Class 21 contains 1015 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 2581 members Mstep: Class 24 contains 4412 members Mstep: Class 25 contains 14503 members Mstep: Class 26 contains 604 members Mstep: Class 27 contains 428 members Entering Unmasked Estep ConsiderDeletion Score: -4956310.500000 Penalty: 14685.705078 Iteration 93Q: 28 clusters Score -4956310 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 8 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 4882 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 13909 members Mstep: Class 5 contains 5084 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10989 members Mstep: Class 8 contains 1972 members Mstep: Class 9 contains 7073 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11045 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 4370 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 828 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 894 members Mstep: Class 18 contains 21347 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 1988 members Mstep: Class 21 contains 1016 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 601 members Mstep: Class 27 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -4956328.500000 Penalty: 14685.705078 Iteration 94Q: 28 clusters Score -4956328 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 4884 members Mstep: Class 3 contains 2189 members Mstep: Class 4 contains 13908 members Mstep: Class 5 contains 5056 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10982 members Mstep: Class 8 contains 1968 members Mstep: Class 9 contains 7074 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11033 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 4376 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 830 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 894 members Mstep: Class 18 contains 21571 members Mstep: Class 19 contains 7498 members Mstep: Class 20 contains 1987 members Mstep: Class 21 contains 1015 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 2581 members Mstep: Class 24 contains 4393 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 594 members Mstep: Class 27 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -4956392.000000 Penalty: 14685.705078 Iteration 95Q: 28 clusters Score -4956392 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 4876 members Mstep: Class 3 contains 2200 members Mstep: Class 4 contains 13903 members Mstep: Class 5 contains 5047 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10971 members Mstep: Class 8 contains 1964 members Mstep: Class 9 contains 7075 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11019 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 4383 members Mstep: Class 14 contains 29985 members Mstep: Class 15 contains 834 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 893 members Mstep: Class 18 contains 21780 members Mstep: Class 19 contains 7333 members Mstep: Class 20 contains 1985 members Mstep: Class 21 contains 1017 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 2581 members Mstep: Class 24 contains 4381 members Mstep: Class 25 contains 14496 members Mstep: Class 26 contains 587 members Mstep: Class 27 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -4956417.000000 Penalty: 14685.705078 Iteration 96Q: 28 clusters Score -4956417 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 4869 members Mstep: Class 3 contains 2211 members Mstep: Class 4 contains 13899 members Mstep: Class 5 contains 5031 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10961 members Mstep: Class 8 contains 1961 members Mstep: Class 9 contains 7080 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 11007 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 4398 members Mstep: Class 14 contains 29982 members Mstep: Class 15 contains 836 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 892 members Mstep: Class 18 contains 21994 members Mstep: Class 19 contains 7167 members Mstep: Class 20 contains 1980 members Mstep: Class 21 contains 1015 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4367 members Mstep: Class 25 contains 14490 members Mstep: Class 26 contains 583 members Mstep: Class 27 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -4956464.500000 Penalty: 14685.705078 Iteration 97Q: 28 clusters Score -4956464 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 4869 members Mstep: Class 3 contains 2216 members Mstep: Class 4 contains 13893 members Mstep: Class 5 contains 5016 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10949 members Mstep: Class 8 contains 1958 members Mstep: Class 9 contains 7083 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10998 members Mstep: Class 12 contains 2494 members Mstep: Class 13 contains 4404 members Mstep: Class 14 contains 29981 members Mstep: Class 15 contains 840 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 22211 members Mstep: Class 19 contains 6999 members Mstep: Class 20 contains 1976 members Mstep: Class 21 contains 1015 members Mstep: Class 22 contains 1195 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4351 members Mstep: Class 25 contains 14488 members Mstep: Class 26 contains 580 members Mstep: Class 27 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -4956495.000000 Penalty: 14685.705078 Iteration 98Q: 28 clusters Score -4956495 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 4866 members Mstep: Class 3 contains 2222 members Mstep: Class 4 contains 13889 members Mstep: Class 5 contains 5002 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10945 members Mstep: Class 8 contains 1956 members Mstep: Class 9 contains 7084 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10990 members Mstep: Class 12 contains 2493 members Mstep: Class 13 contains 4405 members Mstep: Class 14 contains 29981 members Mstep: Class 15 contains 843 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 890 members Mstep: Class 18 contains 22432 members Mstep: Class 19 contains 6820 members Mstep: Class 20 contains 1975 members Mstep: Class 21 contains 1015 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4338 members Mstep: Class 25 contains 14485 members Mstep: Class 26 contains 576 members Mstep: Class 27 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -4956556.000000 Penalty: 14685.705078 Iteration 99Q: 28 clusters Score -4956556 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 4871 members Mstep: Class 3 contains 2228 members Mstep: Class 4 contains 13889 members Mstep: Class 5 contains 4975 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10941 members Mstep: Class 8 contains 1955 members Mstep: Class 9 contains 7087 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10974 members Mstep: Class 12 contains 2493 members Mstep: Class 13 contains 4404 members Mstep: Class 14 contains 29982 members Mstep: Class 15 contains 845 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 889 members Mstep: Class 18 contains 22659 members Mstep: Class 19 contains 6642 members Mstep: Class 20 contains 1972 members Mstep: Class 21 contains 1013 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2580 members Mstep: Class 24 contains 4326 members Mstep: Class 25 contains 14486 members Mstep: Class 26 contains 569 members Mstep: Class 27 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -4956573.500000 Penalty: 14685.705078 Iteration 100F: 28 clusters Score -4956574 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 4875 members Mstep: Class 3 contains 2237 members Mstep: Class 4 contains 13890 members Mstep: Class 5 contains 4945 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10940 members Mstep: Class 8 contains 1949 members Mstep: Class 9 contains 7091 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10961 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 4403 members Mstep: Class 14 contains 29983 members Mstep: Class 15 contains 847 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 888 members Mstep: Class 18 contains 22885 members Mstep: Class 19 contains 6468 members Mstep: Class 20 contains 1967 members Mstep: Class 21 contains 1011 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2577 members Mstep: Class 24 contains 4312 members Mstep: Class 25 contains 14485 members Mstep: Class 26 contains 561 members Mstep: Class 27 contains 426 members Entering Unmasked Estep ConsiderDeletion Score: -4956624.000000 Penalty: 14685.705078 Iteration 101Q: 28 clusters Score -4956624 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 4873 members Mstep: Class 3 contains 2247 members Mstep: Class 4 contains 13892 members Mstep: Class 5 contains 4922 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10945 members Mstep: Class 8 contains 1943 members Mstep: Class 9 contains 7095 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10954 members Mstep: Class 12 contains 2499 members Mstep: Class 13 contains 4404 members Mstep: Class 14 contains 29984 members Mstep: Class 15 contains 847 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 888 members Mstep: Class 18 contains 23117 members Mstep: Class 19 contains 6284 members Mstep: Class 20 contains 1964 members Mstep: Class 21 contains 1010 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2575 members Mstep: Class 24 contains 4290 members Mstep: Class 25 contains 14484 members Mstep: Class 26 contains 552 members Mstep: Class 27 contains 425 members Entering Unmasked Estep ConsiderDeletion Score: -4956684.000000 Penalty: 14685.705078 Iteration 102Q: 28 clusters Score -4956684 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 4874 members Mstep: Class 3 contains 2263 members Mstep: Class 4 contains 13891 members Mstep: Class 5 contains 4892 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10950 members Mstep: Class 8 contains 1939 members Mstep: Class 9 contains 7098 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10946 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 4410 members Mstep: Class 14 contains 29983 members Mstep: Class 15 contains 848 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 887 members Mstep: Class 18 contains 23362 members Mstep: Class 19 contains 6089 members Mstep: Class 20 contains 1962 members Mstep: Class 21 contains 1007 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2573 members Mstep: Class 24 contains 4277 members Mstep: Class 25 contains 14480 members Mstep: Class 26 contains 539 members Mstep: Class 27 contains 423 members Entering Unmasked Estep ConsiderDeletion Score: -4956742.000000 Penalty: 14685.705078 Iteration 103Q: 28 clusters Score -4956742 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 4883 members Mstep: Class 3 contains 2280 members Mstep: Class 4 contains 13883 members Mstep: Class 5 contains 4864 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10952 members Mstep: Class 8 contains 1931 members Mstep: Class 9 contains 7100 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10939 members Mstep: Class 12 contains 2501 members Mstep: Class 13 contains 4423 members Mstep: Class 14 contains 29983 members Mstep: Class 15 contains 848 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 885 members Mstep: Class 18 contains 23595 members Mstep: Class 19 contains 5897 members Mstep: Class 20 contains 1960 members Mstep: Class 21 contains 1005 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2574 members Mstep: Class 24 contains 4263 members Mstep: Class 25 contains 14478 members Mstep: Class 26 contains 524 members Mstep: Class 27 contains 421 members Entering Unmasked Estep ConsiderDeletion Score: -4956797.500000 Penalty: 14685.705078 Iteration 104Q: 28 clusters Score -4956798 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 4896 members Mstep: Class 3 contains 2297 members Mstep: Class 4 contains 13880 members Mstep: Class 5 contains 4834 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10952 members Mstep: Class 8 contains 1927 members Mstep: Class 9 contains 7104 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10927 members Mstep: Class 12 contains 2499 members Mstep: Class 13 contains 4426 members Mstep: Class 14 contains 29984 members Mstep: Class 15 contains 851 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 883 members Mstep: Class 18 contains 23823 members Mstep: Class 19 contains 5710 members Mstep: Class 20 contains 1956 members Mstep: Class 21 contains 1005 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2575 members Mstep: Class 24 contains 4255 members Mstep: Class 25 contains 14477 members Mstep: Class 26 contains 507 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4956849.500000 Penalty: 14685.705078 Iteration 105Q: 28 clusters Score -4956850 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 4899 members Mstep: Class 3 contains 2317 members Mstep: Class 4 contains 13872 members Mstep: Class 5 contains 4815 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10956 members Mstep: Class 8 contains 1931 members Mstep: Class 9 contains 7108 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10914 members Mstep: Class 12 contains 2501 members Mstep: Class 13 contains 4420 members Mstep: Class 14 contains 29985 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 881 members Mstep: Class 18 contains 24041 members Mstep: Class 19 contains 5532 members Mstep: Class 20 contains 1951 members Mstep: Class 21 contains 1002 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2576 members Mstep: Class 24 contains 4247 members Mstep: Class 25 contains 14477 members Mstep: Class 26 contains 488 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4956913.500000 Penalty: 14685.705078 Iteration 106Q: 28 clusters Score -4956914 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 4913 members Mstep: Class 3 contains 2322 members Mstep: Class 4 contains 13866 members Mstep: Class 5 contains 4795 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10951 members Mstep: Class 8 contains 1933 members Mstep: Class 9 contains 7111 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10899 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 4415 members Mstep: Class 14 contains 29986 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 878 members Mstep: Class 18 contains 24268 members Mstep: Class 19 contains 5342 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1000 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2576 members Mstep: Class 24 contains 4245 members Mstep: Class 25 contains 14478 members Mstep: Class 26 contains 482 members Mstep: Class 27 contains 421 members Entering Unmasked Estep ConsiderDeletion Score: -4956969.500000 Penalty: 14685.705078 Iteration 107Q: 28 clusters Score -4956970 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 4937 members Mstep: Class 3 contains 2328 members Mstep: Class 4 contains 13861 members Mstep: Class 5 contains 4763 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10944 members Mstep: Class 8 contains 1936 members Mstep: Class 9 contains 7110 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10879 members Mstep: Class 12 contains 2499 members Mstep: Class 13 contains 4399 members Mstep: Class 14 contains 29988 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 877 members Mstep: Class 18 contains 24557 members Mstep: Class 19 contains 5117 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1000 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2576 members Mstep: Class 24 contains 4233 members Mstep: Class 25 contains 14478 members Mstep: Class 26 contains 476 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4957038.000000 Penalty: 14685.705078 Iteration 108Q: 28 clusters Score -4957038 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 4970 members Mstep: Class 3 contains 2330 members Mstep: Class 4 contains 13857 members Mstep: Class 5 contains 4725 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10938 members Mstep: Class 8 contains 1946 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10862 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 4375 members Mstep: Class 14 contains 29988 members Mstep: Class 15 contains 861 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 877 members Mstep: Class 18 contains 24833 members Mstep: Class 19 contains 4889 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1001 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2577 members Mstep: Class 24 contains 4229 members Mstep: Class 25 contains 14482 members Mstep: Class 26 contains 471 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4957110.500000 Penalty: 14685.705078 Iteration 109Q: 28 clusters Score -4957110 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 4993 members Mstep: Class 3 contains 2332 members Mstep: Class 4 contains 13857 members Mstep: Class 5 contains 4697 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10928 members Mstep: Class 8 contains 1956 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10844 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 4358 members Mstep: Class 14 contains 29989 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 875 members Mstep: Class 18 contains 25135 members Mstep: Class 19 contains 4636 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1001 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2576 members Mstep: Class 24 contains 4218 members Mstep: Class 25 contains 14485 members Mstep: Class 26 contains 466 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4957197.500000 Penalty: 14685.705078 Iteration 110Q: 28 clusters Score -4957198 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 5016 members Mstep: Class 3 contains 2331 members Mstep: Class 4 contains 13855 members Mstep: Class 5 contains 4664 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10919 members Mstep: Class 8 contains 1958 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10820 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 4351 members Mstep: Class 14 contains 29990 members Mstep: Class 15 contains 871 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 25445 members Mstep: Class 19 contains 4382 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 999 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2573 members Mstep: Class 24 contains 4209 members Mstep: Class 25 contains 14489 members Mstep: Class 26 contains 463 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4957303.500000 Penalty: 14685.705078 Iteration 111Q: 28 clusters Score -4957304 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 5042 members Mstep: Class 3 contains 2333 members Mstep: Class 4 contains 13850 members Mstep: Class 5 contains 4622 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10910 members Mstep: Class 8 contains 1956 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10801 members Mstep: Class 12 contains 2499 members Mstep: Class 13 contains 4348 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 870 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 25766 members Mstep: Class 19 contains 4136 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 997 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2570 members Mstep: Class 24 contains 4190 members Mstep: Class 25 contains 14490 members Mstep: Class 26 contains 460 members Mstep: Class 27 contains 420 members Entering Unmasked Estep ConsiderDeletion Score: -4957395.000000 Penalty: 14685.705078 Iteration 112Q: 28 clusters Score -4957395 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 5066 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13841 members Mstep: Class 5 contains 4573 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10907 members Mstep: Class 8 contains 1955 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10792 members Mstep: Class 12 contains 2496 members Mstep: Class 13 contains 4344 members Mstep: Class 14 contains 29994 members Mstep: Class 15 contains 867 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 26051 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 996 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2568 members Mstep: Class 24 contains 4176 members Mstep: Class 25 contains 14492 members Mstep: Class 26 contains 454 members Mstep: Class 27 contains 419 members Entering Unmasked Estep ConsiderDeletion Score: -4957481.000000 Penalty: 14685.705078 Iteration 113Q: 28 clusters Score -4957481 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 5105 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13832 members Mstep: Class 5 contains 4525 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10905 members Mstep: Class 8 contains 1960 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10787 members Mstep: Class 12 contains 2498 members Mstep: Class 13 contains 4333 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 26321 members Mstep: Class 19 contains 3702 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 991 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2562 members Mstep: Class 24 contains 4171 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 450 members Mstep: Class 27 contains 418 members Entering Unmasked Estep ConsiderDeletion Score: -4957541.500000 Penalty: 14685.705078 Iteration 114Q: 28 clusters Score -4957542 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 5159 members Mstep: Class 3 contains 2345 members Mstep: Class 4 contains 13827 members Mstep: Class 5 contains 4482 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10898 members Mstep: Class 8 contains 1960 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10785 members Mstep: Class 12 contains 2489 members Mstep: Class 13 contains 4335 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 874 members Mstep: Class 18 contains 26555 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 991 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2554 members Mstep: Class 24 contains 4170 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -4957610.500000 Penalty: 14685.705078 Iteration 115Q: 28 clusters Score -4957610 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5201 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13814 members Mstep: Class 5 contains 4440 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10885 members Mstep: Class 8 contains 1956 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10784 members Mstep: Class 12 contains 2484 members Mstep: Class 13 contains 4340 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 867 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 26797 members Mstep: Class 19 contains 3273 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 992 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4168 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 416 members Entering Unmasked Estep ConsiderDeletion Score: -4957697.500000 Penalty: 14685.705078 Iteration 116Q: 28 clusters Score -4957698 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5259 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13804 members Mstep: Class 5 contains 4386 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10880 members Mstep: Class 8 contains 1955 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10779 members Mstep: Class 12 contains 2479 members Mstep: Class 13 contains 4332 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 870 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 871 members Mstep: Class 18 contains 27034 members Mstep: Class 19 contains 3070 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 989 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2550 members Mstep: Class 24 contains 4167 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 416 members Entering Unmasked Estep ConsiderDeletion Score: -4957771.500000 Penalty: 14685.705078 Iteration 117Q: 28 clusters Score -4957772 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5314 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13799 members Mstep: Class 5 contains 4324 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10878 members Mstep: Class 8 contains 1953 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10776 members Mstep: Class 12 contains 2475 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 867 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 871 members Mstep: Class 18 contains 27278 members Mstep: Class 19 contains 2861 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 991 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2547 members Mstep: Class 24 contains 4167 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 416 members Entering Unmasked Estep ConsiderDeletion Score: -4957859.500000 Penalty: 14685.705078 Iteration 118Q: 28 clusters Score -4957860 nChanged 385 Entering ConstructFrom: Score: -4957859.500000 Penalty: 14685.705078 Entering ConstructFrom: Trying to split cluster 1 (2120 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Entering Unmasked Estep Score: -71946.070312 Penalty: 348.492310 Iteration 0F: 2 clusters Score -71946.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -70437.101562 Penalty: 696.984619 Iteration 0F: 3 clusters Score -70437.1 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -70987.671875 Penalty: 696.984619 Iteration 1F: 3 clusters Score -70987.67 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -71074.460938 Penalty: 696.984619 Iteration 2F: 3 clusters Score -71074.46 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -71149.312500 Penalty: 696.984619 Iteration 3F: 3 clusters Score -71149.31 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -71205.812500 Penalty: 696.984619 Iteration 4Q: 3 clusters Score -71205.81 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -71266.085938 Penalty: 696.984619 Iteration 5Q: 3 clusters Score -71266.09 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -71328.101562 Penalty: 696.984619 Iteration 6Q: 3 clusters Score -71328.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -71383.140625 Penalty: 696.984619 Iteration 7Q: 3 clusters Score -71383.14 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -71439.570312 Penalty: 696.984619 Iteration 8Q: 3 clusters Score -71439.57 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -71495.632812 Penalty: 696.984619 Iteration 9Q: 3 clusters Score -71495.63 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -71541.335938 Penalty: 696.984619 Iteration 10Q: 3 clusters Score -71541.34 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -71567.507812 Penalty: 696.984619 Iteration 11Q: 3 clusters Score -71567.51 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -71593.679688 Penalty: 696.984619 Iteration 12Q: 3 clusters Score -71593.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -71613.273438 Penalty: 696.984619 Iteration 13Q: 3 clusters Score -71613.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -71626.625000 Penalty: 696.984619 Iteration 14Q: 3 clusters Score -71626.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -71633.343750 Penalty: 696.984619 Iteration 15Q: 3 clusters Score -71633.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -71635.437500 Penalty: 696.984619 Iteration 16Q: 3 clusters Score -71635.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -71636.968750 Penalty: 696.984619 Iteration 17Q: 3 clusters Score -71636.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -71638.968750 Penalty: 696.984619 Iteration 18Q: 3 clusters Score -71638.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -71640.320312 Penalty: 696.984619 Iteration 19Q: 3 clusters Score -71640.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -71644.257812 Penalty: 696.984619 Iteration 20F: 3 clusters Score -71644.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -71648.031250 Penalty: 696.984619 Iteration 21Q: 3 clusters Score -71648.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -71648.828125 Penalty: 696.984619 Iteration 22Q: 3 clusters Score -71648.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -71649.132812 Penalty: 696.984619 Iteration 23Q: 3 clusters Score -71649.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -71651.687500 Penalty: 696.984619 Iteration 24Q: 3 clusters Score -71651.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -71654.007812 Penalty: 696.984619 Iteration 25Q: 3 clusters Score -71654.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -71654.804688 Penalty: 696.984619 Iteration 26Q: 3 clusters Score -71654.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -71654.882812 Penalty: 696.984619 Iteration 27Q: 3 clusters Score -71654.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -71654.882812 Penalty: 696.984619 Iteration 28F: 3 clusters Score -71654.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (5356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Entering Unmasked Estep Score: -180367.375000 Penalty: 390.661774 Iteration 0F: 2 clusters Score -180367.4 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 2674 members Entering Unmasked Estep Score: -176770.015625 Penalty: 781.323547 Iteration 0F: 3 clusters Score -176770 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -178172.250000 Penalty: 781.323547 Iteration 1F: 3 clusters Score -178172.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -178279.312500 Penalty: 781.323547 Iteration 2F: 3 clusters Score -178279.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -178379.140625 Penalty: 781.323547 Iteration 3Q: 3 clusters Score -178379.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -178487.062500 Penalty: 781.323547 Iteration 4Q: 3 clusters Score -178487.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -178636.015625 Penalty: 781.323547 Iteration 5F: 3 clusters Score -178636 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -178839.281250 Penalty: 781.323547 Iteration 6F: 3 clusters Score -178839.3 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -179086.453125 Penalty: 781.323547 Iteration 7F: 3 clusters Score -179086.5 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -179352.843750 Penalty: 781.323547 Iteration 8F: 3 clusters Score -179352.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -179604.953125 Penalty: 781.323547 Iteration 9F: 3 clusters Score -179605 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -179773.796875 Penalty: 781.323547 Iteration 10Q: 3 clusters Score -179773.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -179876.609375 Penalty: 781.323547 Iteration 11Q: 3 clusters Score -179876.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -179923.281250 Penalty: 781.323547 Iteration 12Q: 3 clusters Score -179923.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -179968.234375 Penalty: 781.323547 Iteration 13Q: 3 clusters Score -179968.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -179981.859375 Penalty: 781.323547 Iteration 14Q: 3 clusters Score -179981.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -179988.843750 Penalty: 781.323547 Iteration 15Q: 3 clusters Score -179988.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -179995.515625 Penalty: 781.323547 Iteration 16Q: 3 clusters Score -179995.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -180005.281250 Penalty: 781.323547 Iteration 17Q: 3 clusters Score -180005.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -180008.484375 Penalty: 781.323547 Iteration 18Q: 3 clusters Score -180008.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -180014.000000 Penalty: 781.323547 Iteration 19Q: 3 clusters Score -180014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -180023.375000 Penalty: 781.323547 Iteration 20F: 3 clusters Score -180023.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -180032.203125 Penalty: 781.323547 Iteration 21Q: 3 clusters Score -180032.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -180036.750000 Penalty: 781.323547 Iteration 22Q: 3 clusters Score -180036.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -180040.593750 Penalty: 781.323547 Iteration 23Q: 3 clusters Score -180040.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -180040.593750 Penalty: 781.323547 Iteration 24F: 3 clusters Score -180040.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Entering Unmasked Estep Score: -76979.164062 Penalty: 353.101257 Iteration 0F: 2 clusters Score -76979.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -75349.015625 Penalty: 706.202515 Iteration 0F: 3 clusters Score -75349.02 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -75856.906250 Penalty: 706.202515 Iteration 1F: 3 clusters Score -75856.91 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -75985.375000 Penalty: 706.202515 Iteration 2F: 3 clusters Score -75985.38 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -76103.406250 Penalty: 706.202515 Iteration 3F: 3 clusters Score -76103.41 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -76241.125000 Penalty: 706.202515 Iteration 4F: 3 clusters Score -76241.12 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -76335.515625 Penalty: 706.202515 Iteration 5F: 3 clusters Score -76335.52 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -76408.531250 Penalty: 706.202515 Iteration 6Q: 3 clusters Score -76408.53 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -76484.984375 Penalty: 706.202515 Iteration 7Q: 3 clusters Score -76484.98 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -76542.062500 Penalty: 706.202515 Iteration 8Q: 3 clusters Score -76542.06 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -76589.093750 Penalty: 706.202515 Iteration 9Q: 3 clusters Score -76589.09 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -76618.945312 Penalty: 706.202515 Iteration 10Q: 3 clusters Score -76618.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -76632.960938 Penalty: 706.202515 Iteration 11Q: 3 clusters Score -76632.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -76640.031250 Penalty: 706.202515 Iteration 12Q: 3 clusters Score -76640.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -76645.070312 Penalty: 706.202515 Iteration 13Q: 3 clusters Score -76645.07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -76651.640625 Penalty: 706.202515 Iteration 14Q: 3 clusters Score -76651.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -76656.296875 Penalty: 706.202515 Iteration 15Q: 3 clusters Score -76656.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -76659.546875 Penalty: 706.202515 Iteration 16Q: 3 clusters Score -76659.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -76660.625000 Penalty: 706.202515 Iteration 17Q: 3 clusters Score -76660.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -76661.484375 Penalty: 706.202515 Iteration 18Q: 3 clusters Score -76661.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -76661.820312 Penalty: 706.202515 Iteration 19Q: 3 clusters Score -76661.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -76661.812500 Penalty: 706.202515 Iteration 20F: 3 clusters Score -76661.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Entering Unmasked Estep Score: -487174.375000 Penalty: 433.708801 Iteration 0F: 2 clusters Score -487174.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 6879 members Entering Unmasked Estep Score: -477923.687500 Penalty: 867.417603 Iteration 0F: 3 clusters Score -477923.7 nChanged 6542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -481695.000000 Penalty: 867.417603 Iteration 1F: 3 clusters Score -481695 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -482067.031250 Penalty: 867.417603 Iteration 2F: 3 clusters Score -482067 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -482558.500000 Penalty: 867.417603 Iteration 3F: 3 clusters Score -482558.5 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -483156.437500 Penalty: 867.417603 Iteration 4F: 3 clusters Score -483156.4 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 7157 members Entering Unmasked Estep Score: -483821.625000 Penalty: 867.417603 Iteration 5F: 3 clusters Score -483821.6 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 7115 members Entering Unmasked Estep Score: -484455.718750 Penalty: 867.417603 Iteration 6F: 3 clusters Score -484455.7 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -485077.437500 Penalty: 867.417603 Iteration 7F: 3 clusters Score -485077.4 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 7025 members Entering Unmasked Estep Score: -485619.968750 Penalty: 867.417603 Iteration 8F: 3 clusters Score -485620 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -485953.156250 Penalty: 867.417603 Iteration 9Q: 3 clusters Score -485953.2 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -486163.812500 Penalty: 867.417603 Iteration 10Q: 3 clusters Score -486163.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -486315.000000 Penalty: 867.417603 Iteration 11Q: 3 clusters Score -486315 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -486446.781250 Penalty: 867.417603 Iteration 12Q: 3 clusters Score -486446.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -486552.281250 Penalty: 867.417603 Iteration 13Q: 3 clusters Score -486552.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -486630.062500 Penalty: 867.417603 Iteration 14Q: 3 clusters Score -486630.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -486700.031250 Penalty: 867.417603 Iteration 15Q: 3 clusters Score -486700 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -486764.656250 Penalty: 867.417603 Iteration 16Q: 3 clusters Score -486764.7 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -486817.000000 Penalty: 867.417603 Iteration 17Q: 3 clusters Score -486817 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -486854.375000 Penalty: 867.417603 Iteration 18Q: 3 clusters Score -486854.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -486883.906250 Penalty: 867.417603 Iteration 19Q: 3 clusters Score -486883.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -486905.125000 Penalty: 867.417603 Iteration 20F: 3 clusters Score -486905.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7906 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -486920.906250 Penalty: 867.417603 Iteration 21Q: 3 clusters Score -486920.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7989 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -486936.625000 Penalty: 867.417603 Iteration 22Q: 3 clusters Score -486936.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -486950.718750 Penalty: 867.417603 Iteration 23Q: 3 clusters Score -486950.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 5676 members Entering Unmasked Estep Score: -486960.750000 Penalty: 867.417603 Iteration 24Q: 3 clusters Score -486960.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -486965.656250 Penalty: 867.417603 Iteration 25Q: 3 clusters Score -486965.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -486973.406250 Penalty: 867.417603 Iteration 26Q: 3 clusters Score -486973.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -486979.843750 Penalty: 867.417603 Iteration 27Q: 3 clusters Score -486979.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 5476 members Entering Unmasked Estep Score: -486984.468750 Penalty: 867.417603 Iteration 28Q: 3 clusters Score -486984.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -486987.875000 Penalty: 867.417603 Iteration 29Q: 3 clusters Score -486987.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -486991.187500 Penalty: 867.417603 Iteration 30Q: 3 clusters Score -486991.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -486991.031250 Penalty: 867.417603 Iteration 31Q: 3 clusters Score -486991 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -486993.750000 Penalty: 867.417603 Iteration 32Q: 3 clusters Score -486993.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -486994.593750 Penalty: 867.417603 Iteration 33Q: 3 clusters Score -486994.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -486995.250000 Penalty: 867.417603 Iteration 34Q: 3 clusters Score -486995.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -486996.281250 Penalty: 867.417603 Iteration 35Q: 3 clusters Score -486996.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8506 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -486996.562500 Penalty: 867.417603 Iteration 36Q: 3 clusters Score -486996.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -486996.968750 Penalty: 867.417603 Iteration 37Q: 3 clusters Score -486997 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -486998.906250 Penalty: 867.417603 Iteration 38Q: 3 clusters Score -486998.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -486998.437500 Penalty: 867.417603 Iteration 39Q: 3 clusters Score -486998.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -486999.093750 Penalty: 867.417603 Iteration 40F: 3 clusters Score -486999.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -486998.218750 Penalty: 867.417603 Iteration 41Q: 3 clusters Score -486998.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 5221 members Entering Unmasked Estep Score: -486998.468750 Penalty: 867.417603 Iteration 42Q: 3 clusters Score -486998.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -487000.406250 Penalty: 867.417603 Iteration 43Q: 3 clusters Score -487000.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 5211 members Entering Unmasked Estep Score: -487000.000000 Penalty: 867.417603 Iteration 44Q: 3 clusters Score -487000 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -487000.093750 Penalty: 867.417603 Iteration 45Q: 3 clusters Score -487000.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -486999.093750 Penalty: 867.417603 Iteration 46Q: 3 clusters Score -486999.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -486999.593750 Penalty: 867.417603 Iteration 47Q: 3 clusters Score -486999.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -486999.593750 Penalty: 867.417603 Iteration 48F: 3 clusters Score -486999.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Entering Unmasked Estep Score: -137767.453125 Penalty: 380.425812 Iteration 0F: 2 clusters Score -137767.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -134834.953125 Penalty: 760.851624 Iteration 0F: 3 clusters Score -134835 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -135907.062500 Penalty: 760.851624 Iteration 1F: 3 clusters Score -135907.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -136016.515625 Penalty: 760.851624 Iteration 2F: 3 clusters Score -136016.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -136129.781250 Penalty: 760.851624 Iteration 3F: 3 clusters Score -136129.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -136230.625000 Penalty: 760.851624 Iteration 4F: 3 clusters Score -136230.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -136336.812500 Penalty: 760.851624 Iteration 5Q: 3 clusters Score -136336.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -136459.656250 Penalty: 760.851624 Iteration 6F: 3 clusters Score -136459.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -136578.515625 Penalty: 760.851624 Iteration 7Q: 3 clusters Score -136578.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -136689.875000 Penalty: 760.851624 Iteration 8Q: 3 clusters Score -136689.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -136807.875000 Penalty: 760.851624 Iteration 9Q: 3 clusters Score -136807.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -136943.796875 Penalty: 760.851624 Iteration 10Q: 3 clusters Score -136943.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -137062.640625 Penalty: 760.851624 Iteration 11Q: 3 clusters Score -137062.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -137182.953125 Penalty: 760.851624 Iteration 12Q: 3 clusters Score -137183 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -137280.359375 Penalty: 760.851624 Iteration 13Q: 3 clusters Score -137280.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -137349.421875 Penalty: 760.851624 Iteration 14Q: 3 clusters Score -137349.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -137395.046875 Penalty: 760.851624 Iteration 15Q: 3 clusters Score -137395 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -137419.421875 Penalty: 760.851624 Iteration 16Q: 3 clusters Score -137419.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -137429.406250 Penalty: 760.851624 Iteration 17Q: 3 clusters Score -137429.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -137434.812500 Penalty: 760.851624 Iteration 18Q: 3 clusters Score -137434.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -137439.375000 Penalty: 760.851624 Iteration 19Q: 3 clusters Score -137439.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -137442.000000 Penalty: 760.851624 Iteration 20F: 3 clusters Score -137442 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -137444.187500 Penalty: 760.851624 Iteration 21Q: 3 clusters Score -137444.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -137446.515625 Penalty: 760.851624 Iteration 22Q: 3 clusters Score -137446.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -137447.593750 Penalty: 760.851624 Iteration 23Q: 3 clusters Score -137447.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -137449.609375 Penalty: 760.851624 Iteration 24Q: 3 clusters Score -137449.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -137451.625000 Penalty: 760.851624 Iteration 25Q: 3 clusters Score -137451.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -137453.234375 Penalty: 760.851624 Iteration 26Q: 3 clusters Score -137453.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -137453.968750 Penalty: 760.851624 Iteration 27Q: 3 clusters Score -137454 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -137453.937500 Penalty: 760.851624 Iteration 28Q: 3 clusters Score -137453.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -137454.421875 Penalty: 760.851624 Iteration 29Q: 3 clusters Score -137454.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -137454.828125 Penalty: 760.851624 Iteration 30Q: 3 clusters Score -137454.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -137455.234375 Penalty: 760.851624 Iteration 31Q: 3 clusters Score -137455.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -137455.218750 Penalty: 760.851624 Iteration 32Q: 3 clusters Score -137455.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -137456.140625 Penalty: 760.851624 Iteration 33Q: 3 clusters Score -137456.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -137456.125000 Penalty: 760.851624 Iteration 34Q: 3 clusters Score -137456.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -137456.125000 Penalty: 760.851624 Iteration 35F: 3 clusters Score -137456.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Entering Unmasked Estep Score: -25808.023438 Penalty: 300.170135 Iteration 0F: 2 clusters Score -25808.02 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 358 members Entering Unmasked Estep Score: -25150.363281 Penalty: 600.340271 Iteration 0F: 3 clusters Score -25150.36 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25322.859375 Penalty: 600.340271 Iteration 1F: 3 clusters Score -25322.86 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -25361.818359 Penalty: 600.340271 Iteration 2F: 3 clusters Score -25361.82 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -25385.048828 Penalty: 600.340271 Iteration 3Q: 3 clusters Score -25385.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -25392.552734 Penalty: 600.340271 Iteration 4Q: 3 clusters Score -25392.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -25401.109375 Penalty: 600.340271 Iteration 5Q: 3 clusters Score -25401.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -25405.541016 Penalty: 600.340271 Iteration 6Q: 3 clusters Score -25405.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -25416.482422 Penalty: 600.340271 Iteration 7Q: 3 clusters Score -25416.48 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25428.617188 Penalty: 600.340271 Iteration 8Q: 3 clusters Score -25428.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -25441.582031 Penalty: 600.340271 Iteration 9Q: 3 clusters Score -25441.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -25453.621094 Penalty: 600.340271 Iteration 10Q: 3 clusters Score -25453.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -25463.025391 Penalty: 600.340271 Iteration 11Q: 3 clusters Score -25463.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -25471.574219 Penalty: 600.340271 Iteration 12Q: 3 clusters Score -25471.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -25481.248047 Penalty: 600.340271 Iteration 13Q: 3 clusters Score -25481.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -25485.707031 Penalty: 600.340271 Iteration 14Q: 3 clusters Score -25485.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -25489.455078 Penalty: 600.340271 Iteration 15Q: 3 clusters Score -25489.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -25493.699219 Penalty: 600.340271 Iteration 16Q: 3 clusters Score -25493.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -25495.820312 Penalty: 600.340271 Iteration 17Q: 3 clusters Score -25495.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -25497.765625 Penalty: 600.340271 Iteration 18Q: 3 clusters Score -25497.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -25501.421875 Penalty: 600.340271 Iteration 19Q: 3 clusters Score -25501.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -25504.599609 Penalty: 600.340271 Iteration 20F: 3 clusters Score -25504.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -25510.117188 Penalty: 600.340271 Iteration 21Q: 3 clusters Score -25510.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -25512.824219 Penalty: 600.340271 Iteration 22Q: 3 clusters Score -25512.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -25518.556641 Penalty: 600.340271 Iteration 23Q: 3 clusters Score -25518.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -25524.363281 Penalty: 600.340271 Iteration 24Q: 3 clusters Score -25524.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -25537.316406 Penalty: 600.340271 Iteration 25Q: 3 clusters Score -25537.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25549.181641 Penalty: 600.340271 Iteration 26Q: 3 clusters Score -25549.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -25559.142578 Penalty: 600.340271 Iteration 27Q: 3 clusters Score -25559.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -25576.046875 Penalty: 600.340271 Iteration 28Q: 3 clusters Score -25576.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -25589.560547 Penalty: 600.340271 Iteration 29Q: 3 clusters Score -25589.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -25594.486328 Penalty: 600.340271 Iteration 30Q: 3 clusters Score -25594.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -25596.361328 Penalty: 600.340271 Iteration 31Q: 3 clusters Score -25596.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -25597.257812 Penalty: 600.340271 Iteration 32Q: 3 clusters Score -25597.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -25599.431641 Penalty: 600.340271 Iteration 33Q: 3 clusters Score -25599.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -25600.996094 Penalty: 600.340271 Iteration 34Q: 3 clusters Score -25601 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -25600.996094 Penalty: 600.340271 Iteration 35F: 3 clusters Score -25601 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10873 members Entering Unmasked Estep Score: -384392.250000 Penalty: 422.878723 Iteration 0F: 2 clusters Score -384392.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -377260.281250 Penalty: 845.757446 Iteration 0F: 3 clusters Score -377260.3 nChanged 5107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -380262.093750 Penalty: 845.757446 Iteration 1F: 3 clusters Score -380262.1 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -380831.281250 Penalty: 845.757446 Iteration 2F: 3 clusters Score -380831.3 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -381528.406250 Penalty: 845.757446 Iteration 3F: 3 clusters Score -381528.4 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -382199.343750 Penalty: 845.757446 Iteration 4F: 3 clusters Score -382199.3 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -382773.156250 Penalty: 845.757446 Iteration 5F: 3 clusters Score -382773.2 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -383244.843750 Penalty: 845.757446 Iteration 6F: 3 clusters Score -383244.8 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -383546.250000 Penalty: 845.757446 Iteration 7Q: 3 clusters Score -383546.2 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10403 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -383748.000000 Penalty: 845.757446 Iteration 8Q: 3 clusters Score -383748 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -383856.562500 Penalty: 845.757446 Iteration 9Q: 3 clusters Score -383856.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -383924.531250 Penalty: 845.757446 Iteration 10Q: 3 clusters Score -383924.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -383974.000000 Penalty: 845.757446 Iteration 11Q: 3 clusters Score -383974 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -383996.875000 Penalty: 845.757446 Iteration 12Q: 3 clusters Score -383996.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -384008.281250 Penalty: 845.757446 Iteration 13Q: 3 clusters Score -384008.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -384014.468750 Penalty: 845.757446 Iteration 14Q: 3 clusters Score -384014.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -384016.593750 Penalty: 845.757446 Iteration 15Q: 3 clusters Score -384016.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -384018.937500 Penalty: 845.757446 Iteration 16Q: 3 clusters Score -384018.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10744 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -384021.843750 Penalty: 845.757446 Iteration 17Q: 3 clusters Score -384021.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10747 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -384026.750000 Penalty: 845.757446 Iteration 18Q: 3 clusters Score -384026.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10751 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -384031.656250 Penalty: 845.757446 Iteration 19Q: 3 clusters Score -384031.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -384035.531250 Penalty: 845.757446 Iteration 20F: 3 clusters Score -384035.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10757 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -384037.687500 Penalty: 845.757446 Iteration 21Q: 3 clusters Score -384037.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10756 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -384037.281250 Penalty: 845.757446 Iteration 22Q: 3 clusters Score -384037.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -384037.500000 Penalty: 845.757446 Iteration 23Q: 3 clusters Score -384037.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10755 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -384037.500000 Penalty: 845.757446 Iteration 24F: 3 clusters Score -384037.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Entering Unmasked Estep Score: -53774.531250 Penalty: 344.619049 Iteration 0F: 2 clusters Score -53774.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -52423.953125 Penalty: 689.238098 Iteration 0F: 3 clusters Score -52423.95 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -52989.890625 Penalty: 689.238098 Iteration 1F: 3 clusters Score -52989.89 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -53151.363281 Penalty: 689.238098 Iteration 2F: 3 clusters Score -53151.36 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -53274.996094 Penalty: 689.238098 Iteration 3F: 3 clusters Score -53275 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -53384.386719 Penalty: 689.238098 Iteration 4F: 3 clusters Score -53384.39 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -53468.050781 Penalty: 689.238098 Iteration 5F: 3 clusters Score -53468.05 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -53522.691406 Penalty: 689.238098 Iteration 6Q: 3 clusters Score -53522.69 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -53565.527344 Penalty: 689.238098 Iteration 7Q: 3 clusters Score -53565.53 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -53581.261719 Penalty: 689.238098 Iteration 8Q: 3 clusters Score -53581.26 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -53594.375000 Penalty: 689.238098 Iteration 9Q: 3 clusters Score -53594.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -53605.515625 Penalty: 689.238098 Iteration 10Q: 3 clusters Score -53605.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -53615.457031 Penalty: 689.238098 Iteration 11Q: 3 clusters Score -53615.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -53620.539062 Penalty: 689.238098 Iteration 12Q: 3 clusters Score -53620.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -53625.207031 Penalty: 689.238098 Iteration 13Q: 3 clusters Score -53625.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -53628.582031 Penalty: 689.238098 Iteration 14Q: 3 clusters Score -53628.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -53629.511719 Penalty: 689.238098 Iteration 15Q: 3 clusters Score -53629.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -53630.316406 Penalty: 689.238098 Iteration 16Q: 3 clusters Score -53630.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -53630.523438 Penalty: 689.238098 Iteration 17Q: 3 clusters Score -53630.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -53630.523438 Penalty: 689.238098 Iteration 18F: 3 clusters Score -53630.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Entering Unmasked Estep Score: -262843.750000 Penalty: 403.544800 Iteration 0F: 2 clusters Score -262843.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -258098.531250 Penalty: 807.089600 Iteration 0F: 3 clusters Score -258098.5 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -259843.250000 Penalty: 807.089600 Iteration 1F: 3 clusters Score -259843.2 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -260021.515625 Penalty: 807.089600 Iteration 2F: 3 clusters Score -260021.5 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -260239.265625 Penalty: 807.089600 Iteration 3F: 3 clusters Score -260239.3 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -260487.718750 Penalty: 807.089600 Iteration 4F: 3 clusters Score -260487.7 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -260704.609375 Penalty: 807.089600 Iteration 5F: 3 clusters Score -260704.6 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -260896.406250 Penalty: 807.089600 Iteration 6Q: 3 clusters Score -260896.4 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -261050.406250 Penalty: 807.089600 Iteration 7Q: 3 clusters Score -261050.4 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -261158.843750 Penalty: 807.089600 Iteration 8Q: 3 clusters Score -261158.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -261216.687500 Penalty: 807.089600 Iteration 9Q: 3 clusters Score -261216.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -261257.125000 Penalty: 807.089600 Iteration 10Q: 3 clusters Score -261257.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -261285.171875 Penalty: 807.089600 Iteration 11Q: 3 clusters Score -261285.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -261304.531250 Penalty: 807.089600 Iteration 12Q: 3 clusters Score -261304.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -261320.421875 Penalty: 807.089600 Iteration 13Q: 3 clusters Score -261320.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -261334.671875 Penalty: 807.089600 Iteration 14Q: 3 clusters Score -261334.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -261347.578125 Penalty: 807.089600 Iteration 15Q: 3 clusters Score -261347.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -261360.140625 Penalty: 807.089600 Iteration 16Q: 3 clusters Score -261360.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -261371.703125 Penalty: 807.089600 Iteration 17Q: 3 clusters Score -261371.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -261385.750000 Penalty: 807.089600 Iteration 18Q: 3 clusters Score -261385.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -261402.343750 Penalty: 807.089600 Iteration 19Q: 3 clusters Score -261402.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -261418.859375 Penalty: 807.089600 Iteration 20F: 3 clusters Score -261418.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 4181 members Entering Unmasked Estep Score: -261438.468750 Penalty: 807.089600 Iteration 21Q: 3 clusters Score -261438.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -261460.140625 Penalty: 807.089600 Iteration 22Q: 3 clusters Score -261460.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -261483.781250 Penalty: 807.089600 Iteration 23Q: 3 clusters Score -261483.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -261507.250000 Penalty: 807.089600 Iteration 24Q: 3 clusters Score -261507.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -261528.875000 Penalty: 807.089600 Iteration 25Q: 3 clusters Score -261528.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -261557.562500 Penalty: 807.089600 Iteration 26Q: 3 clusters Score -261557.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -261586.546875 Penalty: 807.089600 Iteration 27Q: 3 clusters Score -261586.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -261618.500000 Penalty: 807.089600 Iteration 28Q: 3 clusters Score -261618.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -261657.640625 Penalty: 807.089600 Iteration 29Q: 3 clusters Score -261657.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -261714.609375 Penalty: 807.089600 Iteration 30Q: 3 clusters Score -261714.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 5167 members Entering Unmasked Estep Score: -261763.593750 Penalty: 807.089600 Iteration 31Q: 3 clusters Score -261763.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -261803.437500 Penalty: 807.089600 Iteration 32Q: 3 clusters Score -261803.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 5385 members Entering Unmasked Estep Score: -261844.890625 Penalty: 807.089600 Iteration 33Q: 3 clusters Score -261844.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -261894.671875 Penalty: 807.089600 Iteration 34Q: 3 clusters Score -261894.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -261954.781250 Penalty: 807.089600 Iteration 35Q: 3 clusters Score -261954.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -261996.671875 Penalty: 807.089600 Iteration 36Q: 3 clusters Score -261996.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -262033.625000 Penalty: 807.089600 Iteration 37Q: 3 clusters Score -262033.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -262078.765625 Penalty: 807.089600 Iteration 38Q: 3 clusters Score -262078.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -262123.046875 Penalty: 807.089600 Iteration 39Q: 3 clusters Score -262123 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -262153.218750 Penalty: 807.089600 Iteration 40F: 3 clusters Score -262153.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -262186.406250 Penalty: 807.089600 Iteration 41Q: 3 clusters Score -262186.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -262215.437500 Penalty: 807.089600 Iteration 42Q: 3 clusters Score -262215.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -262237.343750 Penalty: 807.089600 Iteration 43Q: 3 clusters Score -262237.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -262256.156250 Penalty: 807.089600 Iteration 44Q: 3 clusters Score -262256.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -262278.437500 Penalty: 807.089600 Iteration 45Q: 3 clusters Score -262278.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -262303.437500 Penalty: 807.089600 Iteration 46Q: 3 clusters Score -262303.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -262332.437500 Penalty: 807.089600 Iteration 47Q: 3 clusters Score -262332.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -262355.312500 Penalty: 807.089600 Iteration 48Q: 3 clusters Score -262355.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -262370.781250 Penalty: 807.089600 Iteration 49Q: 3 clusters Score -262370.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -262384.750000 Penalty: 807.089600 Iteration 50Q: 3 clusters Score -262384.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -262392.906250 Penalty: 807.089600 Iteration 51Q: 3 clusters Score -262392.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -262399.875000 Penalty: 807.089600 Iteration 52Q: 3 clusters Score -262399.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -262406.812500 Penalty: 807.089600 Iteration 53Q: 3 clusters Score -262406.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -262413.750000 Penalty: 807.089600 Iteration 54Q: 3 clusters Score -262413.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -262420.812500 Penalty: 807.089600 Iteration 55Q: 3 clusters Score -262420.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -262426.718750 Penalty: 807.089600 Iteration 56Q: 3 clusters Score -262426.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -262433.906250 Penalty: 807.089600 Iteration 57Q: 3 clusters Score -262433.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -262442.562500 Penalty: 807.089600 Iteration 58Q: 3 clusters Score -262442.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 6888 members Entering Unmasked Estep Score: -262453.968750 Penalty: 807.089600 Iteration 59Q: 3 clusters Score -262454 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -262464.531250 Penalty: 807.089600 Iteration 60F: 3 clusters Score -262464.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -262472.125000 Penalty: 807.089600 Iteration 61Q: 3 clusters Score -262472.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -262478.062500 Penalty: 807.089600 Iteration 62Q: 3 clusters Score -262478.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -262482.093750 Penalty: 807.089600 Iteration 63Q: 3 clusters Score -262482.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 6944 members Entering Unmasked Estep Score: -262486.406250 Penalty: 807.089600 Iteration 64Q: 3 clusters Score -262486.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -262491.781250 Penalty: 807.089600 Iteration 65Q: 3 clusters Score -262491.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 6963 members Entering Unmasked Estep Score: -262498.625000 Penalty: 807.089600 Iteration 66Q: 3 clusters Score -262498.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -262500.906250 Penalty: 807.089600 Iteration 67Q: 3 clusters Score -262500.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -262501.718750 Penalty: 807.089600 Iteration 68Q: 3 clusters Score -262501.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -262502.000000 Penalty: 807.089600 Iteration 69Q: 3 clusters Score -262502 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -262502.000000 Penalty: 807.089600 Iteration 70F: 3 clusters Score -262502 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -36529.175781 Penalty: 317.551086 Iteration 0F: 2 clusters Score -36529.18 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 555 members Entering Unmasked Estep Score: -35690.175781 Penalty: 635.102173 Iteration 0F: 3 clusters Score -35690.18 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -35979.394531 Penalty: 635.102173 Iteration 1F: 3 clusters Score -35979.39 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -36040.234375 Penalty: 635.102173 Iteration 2F: 3 clusters Score -36040.23 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -36080.648438 Penalty: 635.102173 Iteration 3F: 3 clusters Score -36080.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -36104.199219 Penalty: 635.102173 Iteration 4Q: 3 clusters Score -36104.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -36129.484375 Penalty: 635.102173 Iteration 5Q: 3 clusters Score -36129.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -36142.300781 Penalty: 635.102173 Iteration 6Q: 3 clusters Score -36142.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -36160.367188 Penalty: 635.102173 Iteration 7Q: 3 clusters Score -36160.37 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -36180.210938 Penalty: 635.102173 Iteration 8Q: 3 clusters Score -36180.21 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -36194.292969 Penalty: 635.102173 Iteration 9Q: 3 clusters Score -36194.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -36205.792969 Penalty: 635.102173 Iteration 10Q: 3 clusters Score -36205.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -36223.000000 Penalty: 635.102173 Iteration 11Q: 3 clusters Score -36223 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -36242.859375 Penalty: 635.102173 Iteration 12Q: 3 clusters Score -36242.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -36269.000000 Penalty: 635.102173 Iteration 13Q: 3 clusters Score -36269 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -36277.328125 Penalty: 635.102173 Iteration 14Q: 3 clusters Score -36277.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -36283.027344 Penalty: 635.102173 Iteration 15Q: 3 clusters Score -36283.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -36290.886719 Penalty: 635.102173 Iteration 16Q: 3 clusters Score -36290.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -36300.750000 Penalty: 635.102173 Iteration 17Q: 3 clusters Score -36300.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -36304.871094 Penalty: 635.102173 Iteration 18Q: 3 clusters Score -36304.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -36307.652344 Penalty: 635.102173 Iteration 19Q: 3 clusters Score -36307.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -36308.128906 Penalty: 635.102173 Iteration 20F: 3 clusters Score -36308.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -36308.332031 Penalty: 635.102173 Iteration 21Q: 3 clusters Score -36308.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -36308.597656 Penalty: 635.102173 Iteration 22Q: 3 clusters Score -36308.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -36308.597656 Penalty: 635.102173 Iteration 23F: 3 clusters Score -36308.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10779 members Entering Unmasked Estep Score: -385969.625000 Penalty: 422.483643 Iteration 0F: 2 clusters Score -385969.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -378845.843750 Penalty: 844.967285 Iteration 0F: 3 clusters Score -378845.8 nChanged 4988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -382076.406250 Penalty: 844.967285 Iteration 1F: 3 clusters Score -382076.4 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -382850.437500 Penalty: 844.967285 Iteration 2F: 3 clusters Score -382850.4 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -383601.687500 Penalty: 844.967285 Iteration 3F: 3 clusters Score -383601.7 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -384216.875000 Penalty: 844.967285 Iteration 4F: 3 clusters Score -384216.9 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -384597.625000 Penalty: 844.967285 Iteration 5F: 3 clusters Score -384597.6 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -384830.187500 Penalty: 844.967285 Iteration 6Q: 3 clusters Score -384830.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -384999.500000 Penalty: 844.967285 Iteration 7Q: 3 clusters Score -384999.5 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -385137.281250 Penalty: 844.967285 Iteration 8Q: 3 clusters Score -385137.3 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9926 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -385256.031250 Penalty: 844.967285 Iteration 9Q: 3 clusters Score -385256 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -385349.593750 Penalty: 844.967285 Iteration 10Q: 3 clusters Score -385349.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10163 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -385434.437500 Penalty: 844.967285 Iteration 11Q: 3 clusters Score -385434.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -385492.156250 Penalty: 844.967285 Iteration 12Q: 3 clusters Score -385492.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10294 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -385537.718750 Penalty: 844.967285 Iteration 13Q: 3 clusters Score -385537.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -385569.281250 Penalty: 844.967285 Iteration 14Q: 3 clusters Score -385569.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -385598.343750 Penalty: 844.967285 Iteration 15Q: 3 clusters Score -385598.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -385619.031250 Penalty: 844.967285 Iteration 16Q: 3 clusters Score -385619 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -385632.718750 Penalty: 844.967285 Iteration 17Q: 3 clusters Score -385632.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -385649.781250 Penalty: 844.967285 Iteration 18Q: 3 clusters Score -385649.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -385666.343750 Penalty: 844.967285 Iteration 19Q: 3 clusters Score -385666.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -385678.218750 Penalty: 844.967285 Iteration 20F: 3 clusters Score -385678.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -385687.562500 Penalty: 844.967285 Iteration 21Q: 3 clusters Score -385687.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -385692.500000 Penalty: 844.967285 Iteration 22Q: 3 clusters Score -385692.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -385695.625000 Penalty: 844.967285 Iteration 23Q: 3 clusters Score -385695.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -385698.406250 Penalty: 844.967285 Iteration 24Q: 3 clusters Score -385698.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -385698.906250 Penalty: 844.967285 Iteration 25Q: 3 clusters Score -385698.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -385699.218750 Penalty: 844.967285 Iteration 26Q: 3 clusters Score -385699.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10443 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -385699.312500 Penalty: 844.967285 Iteration 27Q: 3 clusters Score -385699.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -385700.000000 Penalty: 844.967285 Iteration 28Q: 3 clusters Score -385700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -385702.500000 Penalty: 844.967285 Iteration 29Q: 3 clusters Score -385702.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -385703.093750 Penalty: 844.967285 Iteration 30Q: 3 clusters Score -385703.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -385705.625000 Penalty: 844.967285 Iteration 31Q: 3 clusters Score -385705.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -385706.562500 Penalty: 844.967285 Iteration 32Q: 3 clusters Score -385706.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -385708.625000 Penalty: 844.967285 Iteration 33Q: 3 clusters Score -385708.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -385710.531250 Penalty: 844.967285 Iteration 34Q: 3 clusters Score -385710.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -385713.468750 Penalty: 844.967285 Iteration 35Q: 3 clusters Score -385713.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -385714.187500 Penalty: 844.967285 Iteration 36Q: 3 clusters Score -385714.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -385715.718750 Penalty: 844.967285 Iteration 37Q: 3 clusters Score -385715.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -385715.875000 Penalty: 844.967285 Iteration 38Q: 3 clusters Score -385715.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -385716.625000 Penalty: 844.967285 Iteration 39Q: 3 clusters Score -385716.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -385717.468750 Penalty: 844.967285 Iteration 40F: 3 clusters Score -385717.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -385717.562500 Penalty: 844.967285 Iteration 41Q: 3 clusters Score -385717.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -385717.968750 Penalty: 844.967285 Iteration 42Q: 3 clusters Score -385718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -385718.375000 Penalty: 844.967285 Iteration 43Q: 3 clusters Score -385718.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -385718.375000 Penalty: 844.967285 Iteration 44F: 3 clusters Score -385718.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2467 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Entering Unmasked Estep Score: -69655.328125 Penalty: 355.389496 Iteration 0F: 2 clusters Score -69655.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -67887.609375 Penalty: 710.778992 Iteration 0F: 3 clusters Score -67887.61 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -68606.867188 Penalty: 710.778992 Iteration 1F: 3 clusters Score -68606.87 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -68755.695312 Penalty: 710.778992 Iteration 2F: 3 clusters Score -68755.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -68898.796875 Penalty: 710.778992 Iteration 3F: 3 clusters Score -68898.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -69029.023438 Penalty: 710.778992 Iteration 4F: 3 clusters Score -69029.02 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -69108.632812 Penalty: 710.778992 Iteration 5F: 3 clusters Score -69108.63 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -69156.203125 Penalty: 710.778992 Iteration 6Q: 3 clusters Score -69156.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -69195.117188 Penalty: 710.778992 Iteration 7Q: 3 clusters Score -69195.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -69225.718750 Penalty: 710.778992 Iteration 8Q: 3 clusters Score -69225.72 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -69249.359375 Penalty: 710.778992 Iteration 9Q: 3 clusters Score -69249.36 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -69269.031250 Penalty: 710.778992 Iteration 10Q: 3 clusters Score -69269.03 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -69285.671875 Penalty: 710.778992 Iteration 11Q: 3 clusters Score -69285.67 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -69301.156250 Penalty: 710.778992 Iteration 12Q: 3 clusters Score -69301.16 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -69316.312500 Penalty: 710.778992 Iteration 13Q: 3 clusters Score -69316.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -69327.773438 Penalty: 710.778992 Iteration 14Q: 3 clusters Score -69327.77 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -69338.000000 Penalty: 710.778992 Iteration 15Q: 3 clusters Score -69338 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -69346.578125 Penalty: 710.778992 Iteration 16Q: 3 clusters Score -69346.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -69348.523438 Penalty: 710.778992 Iteration 17Q: 3 clusters Score -69348.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -69349.828125 Penalty: 710.778992 Iteration 18Q: 3 clusters Score -69349.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -69349.968750 Penalty: 710.778992 Iteration 19Q: 3 clusters Score -69349.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -69350.546875 Penalty: 710.778992 Iteration 20F: 3 clusters Score -69350.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -69351.093750 Penalty: 710.778992 Iteration 21Q: 3 clusters Score -69351.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -69351.367188 Penalty: 710.778992 Iteration 22Q: 3 clusters Score -69351.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -69351.734375 Penalty: 710.778992 Iteration 23Q: 3 clusters Score -69351.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -69352.085938 Penalty: 710.778992 Iteration 24Q: 3 clusters Score -69352.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -69352.054688 Penalty: 710.778992 Iteration 25Q: 3 clusters Score -69352.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -69352.273438 Penalty: 710.778992 Iteration 26Q: 3 clusters Score -69352.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -69352.664062 Penalty: 710.778992 Iteration 27Q: 3 clusters Score -69352.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -69352.734375 Penalty: 710.778992 Iteration 28Q: 3 clusters Score -69352.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -69352.750000 Penalty: 710.778992 Iteration 29Q: 3 clusters Score -69352.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -69352.750000 Penalty: 710.778992 Iteration 30F: 3 clusters Score -69352.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Entering Unmasked Estep Score: -134769.578125 Penalty: 380.975677 Iteration 0F: 2 clusters Score -134769.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -131813.578125 Penalty: 761.951355 Iteration 0F: 3 clusters Score -131813.6 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -133074.140625 Penalty: 761.951355 Iteration 1F: 3 clusters Score -133074.1 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -133301.125000 Penalty: 761.951355 Iteration 2F: 3 clusters Score -133301.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -133500.203125 Penalty: 761.951355 Iteration 3F: 3 clusters Score -133500.2 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -133658.515625 Penalty: 761.951355 Iteration 4F: 3 clusters Score -133658.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -133786.296875 Penalty: 761.951355 Iteration 5Q: 3 clusters Score -133786.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -133882.421875 Penalty: 761.951355 Iteration 6Q: 3 clusters Score -133882.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -133967.125000 Penalty: 761.951355 Iteration 7Q: 3 clusters Score -133967.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -134047.078125 Penalty: 761.951355 Iteration 8Q: 3 clusters Score -134047.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -134093.203125 Penalty: 761.951355 Iteration 9Q: 3 clusters Score -134093.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -134133.906250 Penalty: 761.951355 Iteration 10Q: 3 clusters Score -134133.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -134174.359375 Penalty: 761.951355 Iteration 11Q: 3 clusters Score -134174.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -134217.750000 Penalty: 761.951355 Iteration 12Q: 3 clusters Score -134217.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -134255.703125 Penalty: 761.951355 Iteration 13Q: 3 clusters Score -134255.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -134296.750000 Penalty: 761.951355 Iteration 14Q: 3 clusters Score -134296.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -134341.125000 Penalty: 761.951355 Iteration 15Q: 3 clusters Score -134341.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -134382.546875 Penalty: 761.951355 Iteration 16Q: 3 clusters Score -134382.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -134406.953125 Penalty: 761.951355 Iteration 17Q: 3 clusters Score -134407 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -134432.953125 Penalty: 761.951355 Iteration 18Q: 3 clusters Score -134433 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -134454.640625 Penalty: 761.951355 Iteration 19Q: 3 clusters Score -134454.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -134461.906250 Penalty: 761.951355 Iteration 20F: 3 clusters Score -134461.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -134469.421875 Penalty: 761.951355 Iteration 21Q: 3 clusters Score -134469.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -134474.265625 Penalty: 761.951355 Iteration 22Q: 3 clusters Score -134474.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -134478.125000 Penalty: 761.951355 Iteration 23Q: 3 clusters Score -134478.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -134481.171875 Penalty: 761.951355 Iteration 24Q: 3 clusters Score -134481.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -134483.062500 Penalty: 761.951355 Iteration 25Q: 3 clusters Score -134483.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -134486.078125 Penalty: 761.951355 Iteration 26Q: 3 clusters Score -134486.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -134486.875000 Penalty: 761.951355 Iteration 27Q: 3 clusters Score -134486.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -134487.421875 Penalty: 761.951355 Iteration 28Q: 3 clusters Score -134487.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -134488.343750 Penalty: 761.951355 Iteration 29Q: 3 clusters Score -134488.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -134489.718750 Penalty: 761.951355 Iteration 30Q: 3 clusters Score -134489.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -134491.062500 Penalty: 761.951355 Iteration 31Q: 3 clusters Score -134491.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -134492.796875 Penalty: 761.951355 Iteration 32Q: 3 clusters Score -134492.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -134493.781250 Penalty: 761.951355 Iteration 33Q: 3 clusters Score -134493.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -134494.046875 Penalty: 761.951355 Iteration 34Q: 3 clusters Score -134494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -134494.750000 Penalty: 761.951355 Iteration 35Q: 3 clusters Score -134494.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -134496.234375 Penalty: 761.951355 Iteration 36Q: 3 clusters Score -134496.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -134496.765625 Penalty: 761.951355 Iteration 37Q: 3 clusters Score -134496.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -134496.953125 Penalty: 761.951355 Iteration 38Q: 3 clusters Score -134497 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -134496.937500 Penalty: 761.951355 Iteration 39Q: 3 clusters Score -134496.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -134496.937500 Penalty: 761.951355 Iteration 40F: 3 clusters Score -134496.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (29996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29996 members Entering Unmasked Estep Score: -1102294.250000 Penalty: 469.051300 Iteration 0F: 2 clusters Score -1102294 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14990 members Mstep: Class 2 contains 15006 members Entering Unmasked Estep Score: -1082207.125000 Penalty: 938.102600 Iteration 0F: 3 clusters Score -1082207 nChanged 14344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -1090983.625000 Penalty: 938.102600 Iteration 1F: 3 clusters Score -1090984 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -1091390.625000 Penalty: 938.102600 Iteration 2Q: 3 clusters Score -1091391 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14120 members Mstep: Class 2 contains 15876 members Entering Unmasked Estep Score: -1091852.500000 Penalty: 938.102600 Iteration 3Q: 3 clusters Score -1091852 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 16286 members Entering Unmasked Estep Score: -1092308.875000 Penalty: 938.102600 Iteration 4Q: 3 clusters Score -1092309 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13233 members Mstep: Class 2 contains 16763 members Entering Unmasked Estep Score: -1092785.375000 Penalty: 938.102600 Iteration 5Q: 3 clusters Score -1092785 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12709 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -1093287.750000 Penalty: 938.102600 Iteration 6Q: 3 clusters Score -1093288 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 17860 members Entering Unmasked Estep Score: -1093876.250000 Penalty: 938.102600 Iteration 7Q: 3 clusters Score -1093876 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11528 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -1094661.375000 Penalty: 938.102600 Iteration 8Q: 3 clusters Score -1094661 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 19086 members Entering Unmasked Estep Score: -1095636.500000 Penalty: 938.102600 Iteration 9Q: 3 clusters Score -1095636 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10378 members Mstep: Class 2 contains 19618 members Entering Unmasked Estep Score: -1096509.500000 Penalty: 938.102600 Iteration 10Q: 3 clusters Score -1096510 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9913 members Mstep: Class 2 contains 20083 members Entering Unmasked Estep Score: -1096947.625000 Penalty: 938.102600 Iteration 11Q: 3 clusters Score -1096948 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Mstep: Class 2 contains 20538 members Entering Unmasked Estep Score: -1097159.250000 Penalty: 938.102600 Iteration 12Q: 3 clusters Score -1097159 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 21010 members Entering Unmasked Estep Score: -1097316.750000 Penalty: 938.102600 Iteration 13Q: 3 clusters Score -1097317 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 21532 members Entering Unmasked Estep Score: -1097477.250000 Penalty: 938.102600 Iteration 14Q: 3 clusters Score -1097477 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 22093 members Entering Unmasked Estep Score: -1097660.750000 Penalty: 938.102600 Iteration 15Q: 3 clusters Score -1097661 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 22653 members Entering Unmasked Estep Score: -1097836.500000 Penalty: 938.102600 Iteration 16Q: 3 clusters Score -1097836 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 23196 members Entering Unmasked Estep Score: -1098016.125000 Penalty: 938.102600 Iteration 17Q: 3 clusters Score -1098016 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 23762 members Entering Unmasked Estep Score: -1098218.125000 Penalty: 938.102600 Iteration 18Q: 3 clusters Score -1098218 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 24379 members Entering Unmasked Estep Score: -1098462.500000 Penalty: 938.102600 Iteration 19Q: 3 clusters Score -1098462 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -1098737.000000 Penalty: 938.102600 Iteration 20F: 3 clusters Score -1098737 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 25618 members Entering Unmasked Estep Score: -1099034.875000 Penalty: 938.102600 Iteration 21Q: 3 clusters Score -1099035 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 26269 members Entering Unmasked Estep Score: -1099376.375000 Penalty: 938.102600 Iteration 22Q: 3 clusters Score -1099376 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 26899 members Entering Unmasked Estep Score: -1099757.000000 Penalty: 938.102600 Iteration 23Q: 3 clusters Score -1099757 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 27540 members Entering Unmasked Estep Score: -1100175.000000 Penalty: 938.102600 Iteration 24Q: 3 clusters Score -1100175 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 28084 members Entering Unmasked Estep Score: -1100531.125000 Penalty: 938.102600 Iteration 25Q: 3 clusters Score -1100531 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 28582 members Entering Unmasked Estep Score: -1100880.625000 Penalty: 938.102600 Iteration 26Q: 3 clusters Score -1100881 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 28980 members Entering Unmasked Estep Score: -1101190.750000 Penalty: 938.102600 Iteration 27Q: 3 clusters Score -1101191 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 29314 members Entering Unmasked Estep Score: -1101435.250000 Penalty: 938.102600 Iteration 28Q: 3 clusters Score -1101435 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 29540 members Entering Unmasked Estep Score: -1101598.875000 Penalty: 938.102600 Iteration 29Q: 3 clusters Score -1101599 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 29693 members Entering Unmasked Estep Score: -1101712.500000 Penalty: 938.102600 Iteration 30Q: 3 clusters Score -1101712 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 29784 members Entering Unmasked Estep Score: -1101783.625000 Penalty: 938.102600 Iteration 31Q: 3 clusters Score -1101784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 29837 members Entering Unmasked Estep Score: -1101826.375000 Penalty: 938.102600 Iteration 32Q: 3 clusters Score -1101826 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 29872 members Entering Unmasked Estep Score: -1101856.250000 Penalty: 938.102600 Iteration 33Q: 3 clusters Score -1101856 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 29891 members Entering Unmasked Estep Score: -1101875.125000 Penalty: 938.102600 Iteration 34Q: 3 clusters Score -1101875 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 29900 members Entering Unmasked Estep Score: -1101886.125000 Penalty: 938.102600 Iteration 35Q: 3 clusters Score -1101886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 29907 members Entering Unmasked Estep Score: -1101896.750000 Penalty: 938.102600 Iteration 36Q: 3 clusters Score -1101897 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 29911 members Entering Unmasked Estep Score: -1101903.625000 Penalty: 938.102600 Iteration 37Q: 3 clusters Score -1101904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 29915 members Entering Unmasked Estep Score: -1101908.375000 Penalty: 938.102600 Iteration 38Q: 3 clusters Score -1101908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 29918 members Entering Unmasked Estep Score: -1101911.250000 Penalty: 938.102600 Iteration 39Q: 3 clusters Score -1101911 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 29922 members Entering Unmasked Estep Score: -1101919.000000 Penalty: 938.102600 Iteration 40F: 3 clusters Score -1101919 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 29924 members Entering Unmasked Estep Score: -1101920.375000 Penalty: 938.102600 Iteration 41Q: 3 clusters Score -1101920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 29925 members Entering Unmasked Estep Score: -1101921.250000 Penalty: 938.102600 Iteration 42Q: 3 clusters Score -1101921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 29923 members Entering Unmasked Estep Score: -1101921.750000 Penalty: 938.102600 Iteration 43Q: 3 clusters Score -1101922 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 29920 members Entering Unmasked Estep Score: -1101923.625000 Penalty: 938.102600 Iteration 44Q: 3 clusters Score -1101924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 29919 members Entering Unmasked Estep Score: -1101924.250000 Penalty: 938.102600 Iteration 45Q: 3 clusters Score -1101924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 29919 members Entering Unmasked Estep Score: -1101924.250000 Penalty: 938.102600 Iteration 46F: 3 clusters Score -1101924 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Entering Unmasked Estep Score: -26998.324219 Penalty: 307.756775 Iteration 0F: 2 clusters Score -26998.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -26314.125000 Penalty: 615.513550 Iteration 0F: 3 clusters Score -26314.12 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -26613.478516 Penalty: 615.513550 Iteration 1F: 3 clusters Score -26613.48 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -26679.945312 Penalty: 615.513550 Iteration 2F: 3 clusters Score -26679.95 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -26720.613281 Penalty: 615.513550 Iteration 3F: 3 clusters Score -26720.61 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -26744.517578 Penalty: 615.513550 Iteration 4Q: 3 clusters Score -26744.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -26755.478516 Penalty: 615.513550 Iteration 5Q: 3 clusters Score -26755.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -26764.306641 Penalty: 615.513550 Iteration 6Q: 3 clusters Score -26764.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -26776.113281 Penalty: 615.513550 Iteration 7Q: 3 clusters Score -26776.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -26781.234375 Penalty: 615.513550 Iteration 8Q: 3 clusters Score -26781.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -26784.167969 Penalty: 615.513550 Iteration 9Q: 3 clusters Score -26784.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -26787.541016 Penalty: 615.513550 Iteration 10Q: 3 clusters Score -26787.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -26790.101562 Penalty: 615.513550 Iteration 11Q: 3 clusters Score -26790.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -26791.140625 Penalty: 615.513550 Iteration 12Q: 3 clusters Score -26791.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -26792.724609 Penalty: 615.513550 Iteration 13Q: 3 clusters Score -26792.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -26793.365234 Penalty: 615.513550 Iteration 14Q: 3 clusters Score -26793.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -26794.314453 Penalty: 615.513550 Iteration 15Q: 3 clusters Score -26794.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -26795.363281 Penalty: 615.513550 Iteration 16Q: 3 clusters Score -26795.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -26795.941406 Penalty: 615.513550 Iteration 17Q: 3 clusters Score -26795.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -26796.453125 Penalty: 615.513550 Iteration 18Q: 3 clusters Score -26796.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -26797.166016 Penalty: 615.513550 Iteration 19Q: 3 clusters Score -26797.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -26797.431641 Penalty: 615.513550 Iteration 20F: 3 clusters Score -26797.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -26797.556641 Penalty: 615.513550 Iteration 21Q: 3 clusters Score -26797.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -26797.833984 Penalty: 615.513550 Iteration 22Q: 3 clusters Score -26797.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -26798.646484 Penalty: 615.513550 Iteration 23Q: 3 clusters Score -26798.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -26798.646484 Penalty: 615.513550 Iteration 24F: 3 clusters Score -26798.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Entering Unmasked Estep Score: -2981.238770 Penalty: 230.059189 Iteration 0F: 2 clusters Score -2981.239 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -2725.053955 Penalty: 460.118378 Iteration 0F: 3 clusters Score -2725.054 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -2767.622803 Penalty: 460.118378 Iteration 1F: 3 clusters Score -2767.623 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -2785.263672 Penalty: 460.118378 Iteration 2F: 3 clusters Score -2785.264 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2794.230957 Penalty: 460.118378 Iteration 3F: 3 clusters Score -2794.231 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -2797.375732 Penalty: 460.118378 Iteration 4Q: 3 clusters Score -2797.376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2797.564941 Penalty: 460.118378 Iteration 5Q: 3 clusters Score -2797.565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -2797.564941 Penalty: 460.118378 Iteration 6F: 3 clusters Score -2797.565 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Entering Unmasked Estep Score: -30200.416016 Penalty: 307.914124 Iteration 0F: 2 clusters Score -30200.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -29472.726562 Penalty: 615.828247 Iteration 0F: 3 clusters Score -29472.73 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -29702.000000 Penalty: 615.828247 Iteration 1F: 3 clusters Score -29702 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -29757.619141 Penalty: 615.828247 Iteration 2F: 3 clusters Score -29757.62 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -29790.658203 Penalty: 615.828247 Iteration 3F: 3 clusters Score -29790.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -29810.318359 Penalty: 615.828247 Iteration 4Q: 3 clusters Score -29810.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -29826.519531 Penalty: 615.828247 Iteration 5Q: 3 clusters Score -29826.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -29837.607422 Penalty: 615.828247 Iteration 6Q: 3 clusters Score -29837.61 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -29847.818359 Penalty: 615.828247 Iteration 7Q: 3 clusters Score -29847.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -29855.992188 Penalty: 615.828247 Iteration 8Q: 3 clusters Score -29855.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -29866.912109 Penalty: 615.828247 Iteration 9Q: 3 clusters Score -29866.91 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -29878.386719 Penalty: 615.828247 Iteration 10Q: 3 clusters Score -29878.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -29885.451172 Penalty: 615.828247 Iteration 11Q: 3 clusters Score -29885.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -29890.398438 Penalty: 615.828247 Iteration 12Q: 3 clusters Score -29890.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -29895.343750 Penalty: 615.828247 Iteration 13Q: 3 clusters Score -29895.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -29899.464844 Penalty: 615.828247 Iteration 14Q: 3 clusters Score -29899.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -29901.330078 Penalty: 615.828247 Iteration 15Q: 3 clusters Score -29901.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -29903.728516 Penalty: 615.828247 Iteration 16Q: 3 clusters Score -29903.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -29904.378906 Penalty: 615.828247 Iteration 17Q: 3 clusters Score -29904.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -29905.162109 Penalty: 615.828247 Iteration 18Q: 3 clusters Score -29905.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29906.052734 Penalty: 615.828247 Iteration 19Q: 3 clusters Score -29906.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -29906.052734 Penalty: 615.828247 Iteration 20F: 3 clusters Score -29906.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (27496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27496 members Entering Unmasked Estep Score: -931996.562500 Penalty: 465.091705 Iteration 0F: 2 clusters Score -931996.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13736 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -913638.312500 Penalty: 930.183411 Iteration 0F: 3 clusters Score -913638.3 nChanged 13242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 14466 members Entering Unmasked Estep Score: -921423.125000 Penalty: 930.183411 Iteration 1F: 3 clusters Score -921423.1 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -922002.812500 Penalty: 930.183411 Iteration 2F: 3 clusters Score -922002.8 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -922643.562500 Penalty: 930.183411 Iteration 3F: 3 clusters Score -922643.6 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 16817 members Entering Unmasked Estep Score: -923349.687500 Penalty: 930.183411 Iteration 4F: 3 clusters Score -923349.7 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 17977 members Entering Unmasked Estep Score: -924169.062500 Penalty: 930.183411 Iteration 5F: 3 clusters Score -924169.1 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8219 members Mstep: Class 2 contains 19277 members Entering Unmasked Estep Score: -925154.687500 Penalty: 930.183411 Iteration 6F: 3 clusters Score -925154.7 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6796 members Mstep: Class 2 contains 20700 members Entering Unmasked Estep Score: -926317.437500 Penalty: 930.183411 Iteration 7F: 3 clusters Score -926317.4 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 22065 members Entering Unmasked Estep Score: -927552.375000 Penalty: 930.183411 Iteration 8F: 3 clusters Score -927552.4 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 23257 members Entering Unmasked Estep Score: -928608.625000 Penalty: 930.183411 Iteration 9Q: 3 clusters Score -928608.6 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 24206 members Entering Unmasked Estep Score: -929378.875000 Penalty: 930.183411 Iteration 10Q: 3 clusters Score -929378.9 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 24959 members Entering Unmasked Estep Score: -929954.937500 Penalty: 930.183411 Iteration 11Q: 3 clusters Score -929954.9 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 25579 members Entering Unmasked Estep Score: -930399.062500 Penalty: 930.183411 Iteration 12Q: 3 clusters Score -930399.1 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 26082 members Entering Unmasked Estep Score: -930756.500000 Penalty: 930.183411 Iteration 13Q: 3 clusters Score -930756.5 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -931025.125000 Penalty: 930.183411 Iteration 14Q: 3 clusters Score -931025.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 26750 members Entering Unmasked Estep Score: -931239.187500 Penalty: 930.183411 Iteration 15Q: 3 clusters Score -931239.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 26960 members Entering Unmasked Estep Score: -931374.562500 Penalty: 930.183411 Iteration 16Q: 3 clusters Score -931374.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 27082 members Entering Unmasked Estep Score: -931457.062500 Penalty: 930.183411 Iteration 17Q: 3 clusters Score -931457.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 27171 members Entering Unmasked Estep Score: -931509.937500 Penalty: 930.183411 Iteration 18Q: 3 clusters Score -931509.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 27225 members Entering Unmasked Estep Score: -931545.250000 Penalty: 930.183411 Iteration 19Q: 3 clusters Score -931545.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 27261 members Entering Unmasked Estep Score: -931569.375000 Penalty: 930.183411 Iteration 20F: 3 clusters Score -931569.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 27286 members Entering Unmasked Estep Score: -931585.500000 Penalty: 930.183411 Iteration 21Q: 3 clusters Score -931585.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 27301 members Entering Unmasked Estep Score: -931593.062500 Penalty: 930.183411 Iteration 22Q: 3 clusters Score -931593.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 27310 members Entering Unmasked Estep Score: -931600.312500 Penalty: 930.183411 Iteration 23Q: 3 clusters Score -931600.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -931608.187500 Penalty: 930.183411 Iteration 24Q: 3 clusters Score -931608.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 27324 members Entering Unmasked Estep Score: -931612.000000 Penalty: 930.183411 Iteration 25Q: 3 clusters Score -931612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 27324 members Entering Unmasked Estep Score: -931612.812500 Penalty: 930.183411 Iteration 26Q: 3 clusters Score -931612.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 27325 members Entering Unmasked Estep Score: -931614.625000 Penalty: 930.183411 Iteration 27Q: 3 clusters Score -931614.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 27326 members Entering Unmasked Estep Score: -931614.625000 Penalty: 930.183411 Iteration 28Q: 3 clusters Score -931614.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 27327 members Entering Unmasked Estep Score: -931615.000000 Penalty: 930.183411 Iteration 29Q: 3 clusters Score -931615 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 27328 members Entering Unmasked Estep Score: -931616.625000 Penalty: 930.183411 Iteration 30Q: 3 clusters Score -931616.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 27329 members Entering Unmasked Estep Score: -931617.312500 Penalty: 930.183411 Iteration 31Q: 3 clusters Score -931617.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 27330 members Entering Unmasked Estep Score: -931618.000000 Penalty: 930.183411 Iteration 32Q: 3 clusters Score -931618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 27332 members Entering Unmasked Estep Score: -931617.812500 Penalty: 930.183411 Iteration 33Q: 3 clusters Score -931617.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 27334 members Entering Unmasked Estep Score: -931619.812500 Penalty: 930.183411 Iteration 34Q: 3 clusters Score -931619.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 27335 members Entering Unmasked Estep Score: -931619.875000 Penalty: 930.183411 Iteration 35Q: 3 clusters Score -931619.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 27337 members Entering Unmasked Estep Score: -931621.812500 Penalty: 930.183411 Iteration 36Q: 3 clusters Score -931621.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 27341 members Entering Unmasked Estep Score: -931622.625000 Penalty: 930.183411 Iteration 37Q: 3 clusters Score -931622.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 27342 members Entering Unmasked Estep Score: -931622.937500 Penalty: 930.183411 Iteration 38Q: 3 clusters Score -931622.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 27343 members Entering Unmasked Estep Score: -931625.437500 Penalty: 930.183411 Iteration 39Q: 3 clusters Score -931625.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 27345 members Entering Unmasked Estep Score: -931629.750000 Penalty: 930.183411 Iteration 40F: 3 clusters Score -931629.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 27347 members Entering Unmasked Estep Score: -931630.375000 Penalty: 930.183411 Iteration 41Q: 3 clusters Score -931630.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 27349 members Entering Unmasked Estep Score: -931630.062500 Penalty: 930.183411 Iteration 42Q: 3 clusters Score -931630.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 27349 members Entering Unmasked Estep Score: -931630.062500 Penalty: 930.183411 Iteration 43F: 3 clusters Score -931630.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Entering Unmasked Estep Score: -87635.523438 Penalty: 358.833801 Iteration 0F: 2 clusters Score -87635.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -85781.367188 Penalty: 717.667603 Iteration 0F: 3 clusters Score -85781.37 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -86384.671875 Penalty: 717.667603 Iteration 1F: 3 clusters Score -86384.67 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -86485.859375 Penalty: 717.667603 Iteration 2F: 3 clusters Score -86485.86 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -86576.492188 Penalty: 717.667603 Iteration 3F: 3 clusters Score -86576.49 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -86640.093750 Penalty: 717.667603 Iteration 4F: 3 clusters Score -86640.09 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -86694.859375 Penalty: 717.667603 Iteration 5Q: 3 clusters Score -86694.86 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -86743.625000 Penalty: 717.667603 Iteration 6Q: 3 clusters Score -86743.62 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -86794.390625 Penalty: 717.667603 Iteration 7Q: 3 clusters Score -86794.39 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -86866.367188 Penalty: 717.667603 Iteration 8Q: 3 clusters Score -86866.37 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -86942.078125 Penalty: 717.667603 Iteration 9Q: 3 clusters Score -86942.08 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -87013.570312 Penalty: 717.667603 Iteration 10Q: 3 clusters Score -87013.57 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -87083.093750 Penalty: 717.667603 Iteration 11Q: 3 clusters Score -87083.09 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -87131.132812 Penalty: 717.667603 Iteration 12Q: 3 clusters Score -87131.13 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -87171.968750 Penalty: 717.667603 Iteration 13Q: 3 clusters Score -87171.97 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -87218.234375 Penalty: 717.667603 Iteration 14Q: 3 clusters Score -87218.23 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -87252.820312 Penalty: 717.667603 Iteration 15Q: 3 clusters Score -87252.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -87282.335938 Penalty: 717.667603 Iteration 16Q: 3 clusters Score -87282.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -87300.250000 Penalty: 717.667603 Iteration 17Q: 3 clusters Score -87300.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -87312.015625 Penalty: 717.667603 Iteration 18Q: 3 clusters Score -87312.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -87320.921875 Penalty: 717.667603 Iteration 19Q: 3 clusters Score -87320.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -87323.187500 Penalty: 717.667603 Iteration 20F: 3 clusters Score -87323.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -87326.937500 Penalty: 717.667603 Iteration 21Q: 3 clusters Score -87326.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -87330.125000 Penalty: 717.667603 Iteration 22Q: 3 clusters Score -87330.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -87333.179688 Penalty: 717.667603 Iteration 23Q: 3 clusters Score -87333.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -87334.539062 Penalty: 717.667603 Iteration 24Q: 3 clusters Score -87334.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -87334.539062 Penalty: 717.667603 Iteration 25F: 3 clusters Score -87334.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Entering Unmasked Estep Score: -68730.468750 Penalty: 344.642395 Iteration 0F: 2 clusters Score -68730.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -67316.210938 Penalty: 689.284790 Iteration 0F: 3 clusters Score -67316.21 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -67761.960938 Penalty: 689.284790 Iteration 1F: 3 clusters Score -67761.96 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -67856.164062 Penalty: 689.284790 Iteration 2F: 3 clusters Score -67856.16 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -67945.984375 Penalty: 689.284790 Iteration 3F: 3 clusters Score -67945.98 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -68026.125000 Penalty: 689.284790 Iteration 4F: 3 clusters Score -68026.12 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -68120.562500 Penalty: 689.284790 Iteration 5F: 3 clusters Score -68120.56 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -68244.335938 Penalty: 689.284790 Iteration 6F: 3 clusters Score -68244.34 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -68357.468750 Penalty: 689.284790 Iteration 7F: 3 clusters Score -68357.47 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -68469.687500 Penalty: 689.284790 Iteration 8F: 3 clusters Score -68469.69 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -68552.656250 Penalty: 689.284790 Iteration 9Q: 3 clusters Score -68552.66 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -68616.578125 Penalty: 689.284790 Iteration 10Q: 3 clusters Score -68616.58 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -68659.929688 Penalty: 689.284790 Iteration 11Q: 3 clusters Score -68659.93 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -68679.828125 Penalty: 689.284790 Iteration 12Q: 3 clusters Score -68679.83 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -68690.750000 Penalty: 689.284790 Iteration 13Q: 3 clusters Score -68690.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -68697.421875 Penalty: 689.284790 Iteration 14Q: 3 clusters Score -68697.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -68699.812500 Penalty: 689.284790 Iteration 15Q: 3 clusters Score -68699.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -68702.421875 Penalty: 689.284790 Iteration 16Q: 3 clusters Score -68702.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -68703.640625 Penalty: 689.284790 Iteration 17Q: 3 clusters Score -68703.64 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -68704.968750 Penalty: 689.284790 Iteration 18Q: 3 clusters Score -68704.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -68705.765625 Penalty: 689.284790 Iteration 19Q: 3 clusters Score -68705.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -68706.968750 Penalty: 689.284790 Iteration 20F: 3 clusters Score -68706.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -68707.578125 Penalty: 689.284790 Iteration 21Q: 3 clusters Score -68707.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68707.812500 Penalty: 689.284790 Iteration 22Q: 3 clusters Score -68707.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -68708.078125 Penalty: 689.284790 Iteration 23Q: 3 clusters Score -68708.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -68708.765625 Penalty: 689.284790 Iteration 24Q: 3 clusters Score -68708.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -68710.585938 Penalty: 689.284790 Iteration 25Q: 3 clusters Score -68710.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -68711.054688 Penalty: 689.284790 Iteration 26Q: 3 clusters Score -68711.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -68711.265625 Penalty: 689.284790 Iteration 27Q: 3 clusters Score -68711.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -68711.460938 Penalty: 689.284790 Iteration 28Q: 3 clusters Score -68711.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -68711.460938 Penalty: 689.284790 Iteration 29F: 3 clusters Score -68711.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Entering Unmasked Estep Score: -25255.050781 Penalty: 314.120483 Iteration 0F: 2 clusters Score -25255.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -24452.531250 Penalty: 628.240967 Iteration 0F: 3 clusters Score -24452.53 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -24761.443359 Penalty: 628.240967 Iteration 1F: 3 clusters Score -24761.44 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -24834.449219 Penalty: 628.240967 Iteration 2F: 3 clusters Score -24834.45 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -24901.962891 Penalty: 628.240967 Iteration 3F: 3 clusters Score -24901.96 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -24958.380859 Penalty: 628.240967 Iteration 4F: 3 clusters Score -24958.38 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -24992.613281 Penalty: 628.240967 Iteration 5Q: 3 clusters Score -24992.61 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -25016.472656 Penalty: 628.240967 Iteration 6Q: 3 clusters Score -25016.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -25050.007812 Penalty: 628.240967 Iteration 7Q: 3 clusters Score -25050.01 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -25074.226562 Penalty: 628.240967 Iteration 8Q: 3 clusters Score -25074.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -25096.064453 Penalty: 628.240967 Iteration 9Q: 3 clusters Score -25096.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -25108.183594 Penalty: 628.240967 Iteration 10Q: 3 clusters Score -25108.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -25118.226562 Penalty: 628.240967 Iteration 11Q: 3 clusters Score -25118.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -25131.082031 Penalty: 628.240967 Iteration 12Q: 3 clusters Score -25131.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -25139.263672 Penalty: 628.240967 Iteration 13Q: 3 clusters Score -25139.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -25144.298828 Penalty: 628.240967 Iteration 14Q: 3 clusters Score -25144.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -25145.628906 Penalty: 628.240967 Iteration 15Q: 3 clusters Score -25145.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -25147.443359 Penalty: 628.240967 Iteration 16Q: 3 clusters Score -25147.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -25150.519531 Penalty: 628.240967 Iteration 17Q: 3 clusters Score -25150.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -25151.482422 Penalty: 628.240967 Iteration 18Q: 3 clusters Score -25151.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -25151.814453 Penalty: 628.240967 Iteration 19Q: 3 clusters Score -25151.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -25151.814453 Penalty: 628.240967 Iteration 20F: 3 clusters Score -25151.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Entering Unmasked Estep Score: -38883.449219 Penalty: 322.332306 Iteration 0F: 2 clusters Score -38883.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -37976.597656 Penalty: 644.664612 Iteration 0F: 3 clusters Score -37976.6 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -38247.753906 Penalty: 644.664612 Iteration 1F: 3 clusters Score -38247.75 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -38318.484375 Penalty: 644.664612 Iteration 2F: 3 clusters Score -38318.48 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -38373.699219 Penalty: 644.664612 Iteration 3F: 3 clusters Score -38373.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -38424.695312 Penalty: 644.664612 Iteration 4F: 3 clusters Score -38424.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -38458.675781 Penalty: 644.664612 Iteration 5Q: 3 clusters Score -38458.68 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -38485.410156 Penalty: 644.664612 Iteration 6Q: 3 clusters Score -38485.41 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -38510.253906 Penalty: 644.664612 Iteration 7Q: 3 clusters Score -38510.25 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -38531.828125 Penalty: 644.664612 Iteration 8Q: 3 clusters Score -38531.83 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -38557.839844 Penalty: 644.664612 Iteration 9Q: 3 clusters Score -38557.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -38571.652344 Penalty: 644.664612 Iteration 10Q: 3 clusters Score -38571.65 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -38588.230469 Penalty: 644.664612 Iteration 11Q: 3 clusters Score -38588.23 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -38606.218750 Penalty: 644.664612 Iteration 12Q: 3 clusters Score -38606.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -38625.390625 Penalty: 644.664612 Iteration 13Q: 3 clusters Score -38625.39 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -38640.070312 Penalty: 644.664612 Iteration 14Q: 3 clusters Score -38640.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -38647.351562 Penalty: 644.664612 Iteration 15Q: 3 clusters Score -38647.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -38654.187500 Penalty: 644.664612 Iteration 16Q: 3 clusters Score -38654.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -38659.484375 Penalty: 644.664612 Iteration 17Q: 3 clusters Score -38659.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -38663.929688 Penalty: 644.664612 Iteration 18Q: 3 clusters Score -38663.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -38667.074219 Penalty: 644.664612 Iteration 19Q: 3 clusters Score -38667.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -38670.140625 Penalty: 644.664612 Iteration 20F: 3 clusters Score -38670.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -38671.968750 Penalty: 644.664612 Iteration 21Q: 3 clusters Score -38671.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -38672.429688 Penalty: 644.664612 Iteration 22Q: 3 clusters Score -38672.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -38672.429688 Penalty: 644.664612 Iteration 23F: 3 clusters Score -38672.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Entering Unmasked Estep Score: -92199.195312 Penalty: 356.823700 Iteration 0F: 2 clusters Score -92199.2 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 1264 members Entering Unmasked Estep Score: -90420.179688 Penalty: 713.647400 Iteration 0F: 3 clusters Score -90420.18 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -91133.390625 Penalty: 713.647400 Iteration 1F: 3 clusters Score -91133.39 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -91319.000000 Penalty: 713.647400 Iteration 2F: 3 clusters Score -91319 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -91461.859375 Penalty: 713.647400 Iteration 3F: 3 clusters Score -91461.86 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -91560.859375 Penalty: 713.647400 Iteration 4F: 3 clusters Score -91560.86 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -91604.296875 Penalty: 713.647400 Iteration 5Q: 3 clusters Score -91604.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -91631.945312 Penalty: 713.647400 Iteration 6Q: 3 clusters Score -91631.95 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -91654.945312 Penalty: 713.647400 Iteration 7Q: 3 clusters Score -91654.95 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -91668.601562 Penalty: 713.647400 Iteration 8Q: 3 clusters Score -91668.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -91679.156250 Penalty: 713.647400 Iteration 9Q: 3 clusters Score -91679.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -91691.296875 Penalty: 713.647400 Iteration 10Q: 3 clusters Score -91691.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -91701.421875 Penalty: 713.647400 Iteration 11Q: 3 clusters Score -91701.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -91712.789062 Penalty: 713.647400 Iteration 12Q: 3 clusters Score -91712.79 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -91729.023438 Penalty: 713.647400 Iteration 13Q: 3 clusters Score -91729.02 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -91750.867188 Penalty: 713.647400 Iteration 14Q: 3 clusters Score -91750.87 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -91777.171875 Penalty: 713.647400 Iteration 15Q: 3 clusters Score -91777.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -91795.078125 Penalty: 713.647400 Iteration 16Q: 3 clusters Score -91795.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -91813.242188 Penalty: 713.647400 Iteration 17Q: 3 clusters Score -91813.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -91826.492188 Penalty: 713.647400 Iteration 18Q: 3 clusters Score -91826.49 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -91840.875000 Penalty: 713.647400 Iteration 19Q: 3 clusters Score -91840.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -91855.351562 Penalty: 713.647400 Iteration 20F: 3 clusters Score -91855.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -91864.742188 Penalty: 713.647400 Iteration 21Q: 3 clusters Score -91864.74 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -91874.453125 Penalty: 713.647400 Iteration 22Q: 3 clusters Score -91874.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -91882.843750 Penalty: 713.647400 Iteration 23Q: 3 clusters Score -91882.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -91889.250000 Penalty: 713.647400 Iteration 24Q: 3 clusters Score -91889.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -91893.968750 Penalty: 713.647400 Iteration 25Q: 3 clusters Score -91893.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -91896.320312 Penalty: 713.647400 Iteration 26Q: 3 clusters Score -91896.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -91900.046875 Penalty: 713.647400 Iteration 27Q: 3 clusters Score -91900.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -91902.828125 Penalty: 713.647400 Iteration 28Q: 3 clusters Score -91902.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -91903.289062 Penalty: 713.647400 Iteration 29Q: 3 clusters Score -91903.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -91903.765625 Penalty: 713.647400 Iteration 30Q: 3 clusters Score -91903.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -91904.257812 Penalty: 713.647400 Iteration 31Q: 3 clusters Score -91904.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -91904.312500 Penalty: 713.647400 Iteration 32Q: 3 clusters Score -91904.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -91904.921875 Penalty: 713.647400 Iteration 33Q: 3 clusters Score -91904.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -91906.031250 Penalty: 713.647400 Iteration 34Q: 3 clusters Score -91906.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -91907.859375 Penalty: 713.647400 Iteration 35Q: 3 clusters Score -91907.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -91909.585938 Penalty: 713.647400 Iteration 36Q: 3 clusters Score -91909.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -91910.406250 Penalty: 713.647400 Iteration 37Q: 3 clusters Score -91910.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -91910.664062 Penalty: 713.647400 Iteration 38Q: 3 clusters Score -91910.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -91910.664062 Penalty: 713.647400 Iteration 39F: 3 clusters Score -91910.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Entering Unmasked Estep Score: -143787.593750 Penalty: 379.240295 Iteration 0F: 2 clusters Score -143787.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -140912.250000 Penalty: 758.480591 Iteration 0F: 3 clusters Score -140912.2 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -142153.078125 Penalty: 758.480591 Iteration 1F: 3 clusters Score -142153.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -142341.093750 Penalty: 758.480591 Iteration 2F: 3 clusters Score -142341.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -142478.093750 Penalty: 758.480591 Iteration 3F: 3 clusters Score -142478.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -142598.609375 Penalty: 758.480591 Iteration 4Q: 3 clusters Score -142598.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -142736.781250 Penalty: 758.480591 Iteration 5Q: 3 clusters Score -142736.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -142858.500000 Penalty: 758.480591 Iteration 6Q: 3 clusters Score -142858.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -142921.015625 Penalty: 758.480591 Iteration 7Q: 3 clusters Score -142921 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -142960.500000 Penalty: 758.480591 Iteration 8Q: 3 clusters Score -142960.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -142979.187500 Penalty: 758.480591 Iteration 9Q: 3 clusters Score -142979.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -142995.125000 Penalty: 758.480591 Iteration 10Q: 3 clusters Score -142995.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -143007.531250 Penalty: 758.480591 Iteration 11Q: 3 clusters Score -143007.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -143020.921875 Penalty: 758.480591 Iteration 12Q: 3 clusters Score -143020.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -143035.375000 Penalty: 758.480591 Iteration 13Q: 3 clusters Score -143035.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -143048.843750 Penalty: 758.480591 Iteration 14Q: 3 clusters Score -143048.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -143060.171875 Penalty: 758.480591 Iteration 15Q: 3 clusters Score -143060.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -143069.125000 Penalty: 758.480591 Iteration 16Q: 3 clusters Score -143069.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -143074.968750 Penalty: 758.480591 Iteration 17Q: 3 clusters Score -143075 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -143081.906250 Penalty: 758.480591 Iteration 18Q: 3 clusters Score -143081.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -143090.468750 Penalty: 758.480591 Iteration 19Q: 3 clusters Score -143090.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -143098.265625 Penalty: 758.480591 Iteration 20F: 3 clusters Score -143098.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -143103.531250 Penalty: 758.480591 Iteration 21Q: 3 clusters Score -143103.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -143108.406250 Penalty: 758.480591 Iteration 22Q: 3 clusters Score -143108.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -143114.515625 Penalty: 758.480591 Iteration 23Q: 3 clusters Score -143114.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -143122.453125 Penalty: 758.480591 Iteration 24Q: 3 clusters Score -143122.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -143130.015625 Penalty: 758.480591 Iteration 25Q: 3 clusters Score -143130 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -143135.359375 Penalty: 758.480591 Iteration 26Q: 3 clusters Score -143135.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -143141.109375 Penalty: 758.480591 Iteration 27Q: 3 clusters Score -143141.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -143148.062500 Penalty: 758.480591 Iteration 28Q: 3 clusters Score -143148.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -143151.968750 Penalty: 758.480591 Iteration 29Q: 3 clusters Score -143152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -143154.312500 Penalty: 758.480591 Iteration 30Q: 3 clusters Score -143154.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -143156.828125 Penalty: 758.480591 Iteration 31Q: 3 clusters Score -143156.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -143160.031250 Penalty: 758.480591 Iteration 32Q: 3 clusters Score -143160 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -143163.828125 Penalty: 758.480591 Iteration 33Q: 3 clusters Score -143163.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -143169.734375 Penalty: 758.480591 Iteration 34Q: 3 clusters Score -143169.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -143176.906250 Penalty: 758.480591 Iteration 35Q: 3 clusters Score -143176.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -143182.265625 Penalty: 758.480591 Iteration 36Q: 3 clusters Score -143182.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -143186.062500 Penalty: 758.480591 Iteration 37Q: 3 clusters Score -143186.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -143187.656250 Penalty: 758.480591 Iteration 38Q: 3 clusters Score -143187.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -143189.421875 Penalty: 758.480591 Iteration 39Q: 3 clusters Score -143189.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -143190.265625 Penalty: 758.480591 Iteration 40F: 3 clusters Score -143190.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -143191.359375 Penalty: 758.480591 Iteration 41Q: 3 clusters Score -143191.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -143192.187500 Penalty: 758.480591 Iteration 42Q: 3 clusters Score -143192.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -143194.640625 Penalty: 758.480591 Iteration 43Q: 3 clusters Score -143194.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -143198.203125 Penalty: 758.480591 Iteration 44Q: 3 clusters Score -143198.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -143200.281250 Penalty: 758.480591 Iteration 45Q: 3 clusters Score -143200.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -143202.296875 Penalty: 758.480591 Iteration 46Q: 3 clusters Score -143202.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -143205.859375 Penalty: 758.480591 Iteration 47Q: 3 clusters Score -143205.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -143210.171875 Penalty: 758.480591 Iteration 48Q: 3 clusters Score -143210.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -143214.187500 Penalty: 758.480591 Iteration 49Q: 3 clusters Score -143214.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -143217.531250 Penalty: 758.480591 Iteration 50Q: 3 clusters Score -143217.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -143218.796875 Penalty: 758.480591 Iteration 51Q: 3 clusters Score -143218.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -143220.046875 Penalty: 758.480591 Iteration 52Q: 3 clusters Score -143220 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -143220.656250 Penalty: 758.480591 Iteration 53Q: 3 clusters Score -143220.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -143221.359375 Penalty: 758.480591 Iteration 54Q: 3 clusters Score -143221.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -143221.390625 Penalty: 758.480591 Iteration 55Q: 3 clusters Score -143221.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -143222.390625 Penalty: 758.480591 Iteration 56Q: 3 clusters Score -143222.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -143223.593750 Penalty: 758.480591 Iteration 57Q: 3 clusters Score -143223.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -143224.531250 Penalty: 758.480591 Iteration 58Q: 3 clusters Score -143224.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -143225.562500 Penalty: 758.480591 Iteration 59Q: 3 clusters Score -143225.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -143226.843750 Penalty: 758.480591 Iteration 60F: 3 clusters Score -143226.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -143228.093750 Penalty: 758.480591 Iteration 61Q: 3 clusters Score -143228.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -143229.765625 Penalty: 758.480591 Iteration 62Q: 3 clusters Score -143229.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -143231.750000 Penalty: 758.480591 Iteration 63Q: 3 clusters Score -143231.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -143232.218750 Penalty: 758.480591 Iteration 64Q: 3 clusters Score -143232.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -143232.812500 Penalty: 758.480591 Iteration 65Q: 3 clusters Score -143232.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -143233.125000 Penalty: 758.480591 Iteration 66Q: 3 clusters Score -143233.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -143234.625000 Penalty: 758.480591 Iteration 67Q: 3 clusters Score -143234.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -143235.125000 Penalty: 758.480591 Iteration 68Q: 3 clusters Score -143235.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -143236.171875 Penalty: 758.480591 Iteration 69Q: 3 clusters Score -143236.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -143236.812500 Penalty: 758.480591 Iteration 70Q: 3 clusters Score -143236.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -143237.140625 Penalty: 758.480591 Iteration 71Q: 3 clusters Score -143237.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -143237.265625 Penalty: 758.480591 Iteration 72Q: 3 clusters Score -143237.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -143237.156250 Penalty: 758.480591 Iteration 73Q: 3 clusters Score -143237.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -143237.187500 Penalty: 758.480591 Iteration 74Q: 3 clusters Score -143237.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -143237.296875 Penalty: 758.480591 Iteration 75Q: 3 clusters Score -143237.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -143237.296875 Penalty: 758.480591 Iteration 76F: 3 clusters Score -143237.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (14494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14494 members Entering Unmasked Estep Score: -491112.906250 Penalty: 435.957825 Iteration 0F: 2 clusters Score -491112.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -481500.093750 Penalty: 871.915649 Iteration 0F: 3 clusters Score -481500.1 nChanged 6845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7786 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -485634.968750 Penalty: 871.915649 Iteration 1F: 3 clusters Score -485635 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -486116.187500 Penalty: 871.915649 Iteration 2F: 3 clusters Score -486116.2 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -486698.343750 Penalty: 871.915649 Iteration 3F: 3 clusters Score -486698.3 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -487332.812500 Penalty: 871.915649 Iteration 4F: 3 clusters Score -487332.8 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -487890.625000 Penalty: 871.915649 Iteration 5F: 3 clusters Score -487890.6 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -488405.968750 Penalty: 871.915649 Iteration 6F: 3 clusters Score -488406 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -489005.687500 Penalty: 871.915649 Iteration 7Q: 3 clusters Score -489005.7 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10742 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -489606.468750 Penalty: 871.915649 Iteration 8Q: 3 clusters Score -489606.5 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11106 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -489972.593750 Penalty: 871.915649 Iteration 9Q: 3 clusters Score -489972.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -490111.125000 Penalty: 871.915649 Iteration 10Q: 3 clusters Score -490111.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11586 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -490192.312500 Penalty: 871.915649 Iteration 11Q: 3 clusters Score -490192.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -490248.968750 Penalty: 871.915649 Iteration 12Q: 3 clusters Score -490249 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11926 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -490298.156250 Penalty: 871.915649 Iteration 13Q: 3 clusters Score -490298.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -490346.218750 Penalty: 871.915649 Iteration 14Q: 3 clusters Score -490346.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -490400.781250 Penalty: 871.915649 Iteration 15Q: 3 clusters Score -490400.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12399 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -490448.687500 Penalty: 871.915649 Iteration 16Q: 3 clusters Score -490448.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12547 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -490499.000000 Penalty: 871.915649 Iteration 17Q: 3 clusters Score -490499 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -490531.062500 Penalty: 871.915649 Iteration 18Q: 3 clusters Score -490531.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -490559.000000 Penalty: 871.915649 Iteration 19Q: 3 clusters Score -490559 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -490585.406250 Penalty: 871.915649 Iteration 20F: 3 clusters Score -490585.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12944 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -490612.375000 Penalty: 871.915649 Iteration 21Q: 3 clusters Score -490612.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -490637.531250 Penalty: 871.915649 Iteration 22Q: 3 clusters Score -490637.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13120 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -490660.593750 Penalty: 871.915649 Iteration 23Q: 3 clusters Score -490660.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13200 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -490680.343750 Penalty: 871.915649 Iteration 24Q: 3 clusters Score -490680.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -490698.000000 Penalty: 871.915649 Iteration 25Q: 3 clusters Score -490698 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -490728.875000 Penalty: 871.915649 Iteration 26Q: 3 clusters Score -490728.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13429 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -490765.687500 Penalty: 871.915649 Iteration 27Q: 3 clusters Score -490765.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -490793.437500 Penalty: 871.915649 Iteration 28Q: 3 clusters Score -490793.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -490813.000000 Penalty: 871.915649 Iteration 29Q: 3 clusters Score -490813 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13621 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -490822.812500 Penalty: 871.915649 Iteration 30Q: 3 clusters Score -490822.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -490833.437500 Penalty: 871.915649 Iteration 31Q: 3 clusters Score -490833.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -490842.843750 Penalty: 871.915649 Iteration 32Q: 3 clusters Score -490842.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13744 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -490853.156250 Penalty: 871.915649 Iteration 33Q: 3 clusters Score -490853.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -490862.125000 Penalty: 871.915649 Iteration 34Q: 3 clusters Score -490862.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13807 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -490868.562500 Penalty: 871.915649 Iteration 35Q: 3 clusters Score -490868.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -490869.656250 Penalty: 871.915649 Iteration 36Q: 3 clusters Score -490869.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -490874.156250 Penalty: 871.915649 Iteration 37Q: 3 clusters Score -490874.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13865 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -490881.875000 Penalty: 871.915649 Iteration 38Q: 3 clusters Score -490881.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13884 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -490888.343750 Penalty: 871.915649 Iteration 39Q: 3 clusters Score -490888.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -490895.062500 Penalty: 871.915649 Iteration 40F: 3 clusters Score -490895.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13918 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -490897.968750 Penalty: 871.915649 Iteration 41Q: 3 clusters Score -490898 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13931 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -490900.562500 Penalty: 871.915649 Iteration 42Q: 3 clusters Score -490900.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13948 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -490905.718750 Penalty: 871.915649 Iteration 43Q: 3 clusters Score -490905.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -490907.312500 Penalty: 871.915649 Iteration 44Q: 3 clusters Score -490907.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -490911.406250 Penalty: 871.915649 Iteration 45Q: 3 clusters Score -490911.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13990 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -490916.531250 Penalty: 871.915649 Iteration 46Q: 3 clusters Score -490916.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14003 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -490920.218750 Penalty: 871.915649 Iteration 47Q: 3 clusters Score -490920.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14019 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -490923.906250 Penalty: 871.915649 Iteration 48Q: 3 clusters Score -490923.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14028 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -490925.000000 Penalty: 871.915649 Iteration 49Q: 3 clusters Score -490925 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -490926.375000 Penalty: 871.915649 Iteration 50Q: 3 clusters Score -490926.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -490927.375000 Penalty: 871.915649 Iteration 51Q: 3 clusters Score -490927.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14052 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -490929.906250 Penalty: 871.915649 Iteration 52Q: 3 clusters Score -490929.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14057 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -490930.531250 Penalty: 871.915649 Iteration 53Q: 3 clusters Score -490930.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -490931.625000 Penalty: 871.915649 Iteration 54Q: 3 clusters Score -490931.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14071 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -490932.843750 Penalty: 871.915649 Iteration 55Q: 3 clusters Score -490932.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -490935.937500 Penalty: 871.915649 Iteration 56Q: 3 clusters Score -490935.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14082 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -490936.687500 Penalty: 871.915649 Iteration 57Q: 3 clusters Score -490936.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -490936.937500 Penalty: 871.915649 Iteration 58Q: 3 clusters Score -490936.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -490938.187500 Penalty: 871.915649 Iteration 59Q: 3 clusters Score -490938.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14090 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -490938.500000 Penalty: 871.915649 Iteration 60F: 3 clusters Score -490938.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -490938.250000 Penalty: 871.915649 Iteration 61Q: 3 clusters Score -490938.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14091 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -490938.250000 Penalty: 871.915649 Iteration 62F: 3 clusters Score -490938.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Entering Unmasked Estep Score: -12986.149414 Penalty: 277.564514 Iteration 0F: 2 clusters Score -12986.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12538.912109 Penalty: 555.129028 Iteration 0F: 3 clusters Score -12538.91 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -12671.745117 Penalty: 555.129028 Iteration 1F: 3 clusters Score -12671.75 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -12738.490234 Penalty: 555.129028 Iteration 2F: 3 clusters Score -12738.49 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -12774.698242 Penalty: 555.129028 Iteration 3F: 3 clusters Score -12774.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -12788.740234 Penalty: 555.129028 Iteration 4Q: 3 clusters Score -12788.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -12802.554688 Penalty: 555.129028 Iteration 5Q: 3 clusters Score -12802.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -12813.709961 Penalty: 555.129028 Iteration 6Q: 3 clusters Score -12813.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -12822.987305 Penalty: 555.129028 Iteration 7Q: 3 clusters Score -12822.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -12833.645508 Penalty: 555.129028 Iteration 8Q: 3 clusters Score -12833.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -12842.344727 Penalty: 555.129028 Iteration 9Q: 3 clusters Score -12842.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -12846.105469 Penalty: 555.129028 Iteration 10Q: 3 clusters Score -12846.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -12850.441406 Penalty: 555.129028 Iteration 11Q: 3 clusters Score -12850.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -12855.094727 Penalty: 555.129028 Iteration 12Q: 3 clusters Score -12855.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -12858.464844 Penalty: 555.129028 Iteration 13Q: 3 clusters Score -12858.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -12860.387695 Penalty: 555.129028 Iteration 14Q: 3 clusters Score -12860.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -12864.321289 Penalty: 555.129028 Iteration 15Q: 3 clusters Score -12864.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -12865.672852 Penalty: 555.129028 Iteration 16Q: 3 clusters Score -12865.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -12867.695312 Penalty: 555.129028 Iteration 17Q: 3 clusters Score -12867.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -12867.862305 Penalty: 555.129028 Iteration 18Q: 3 clusters Score -12867.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -12867.862305 Penalty: 555.129028 Iteration 19F: 3 clusters Score -12867.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (416 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Entering Unmasked Estep Score: -11083.040039 Penalty: 274.396179 Iteration 0F: 2 clusters Score -11083.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -10660.013672 Penalty: 548.792358 Iteration 0F: 3 clusters Score -10660.01 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10729.583008 Penalty: 548.792358 Iteration 1F: 3 clusters Score -10729.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10751.729492 Penalty: 548.792358 Iteration 2F: 3 clusters Score -10751.73 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10768.728516 Penalty: 548.792358 Iteration 3F: 3 clusters Score -10768.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -10784.051758 Penalty: 548.792358 Iteration 4Q: 3 clusters Score -10784.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -10794.368164 Penalty: 548.792358 Iteration 5Q: 3 clusters Score -10794.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -10799.836914 Penalty: 548.792358 Iteration 6Q: 3 clusters Score -10799.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -10809.324219 Penalty: 548.792358 Iteration 7Q: 3 clusters Score -10809.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -10828.498047 Penalty: 548.792358 Iteration 8Q: 3 clusters Score -10828.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -10845.799805 Penalty: 548.792358 Iteration 9Q: 3 clusters Score -10845.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -10855.437500 Penalty: 548.792358 Iteration 10Q: 3 clusters Score -10855.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -10867.852539 Penalty: 548.792358 Iteration 11Q: 3 clusters Score -10867.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -10884.033203 Penalty: 548.792358 Iteration 12Q: 3 clusters Score -10884.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -10897.067383 Penalty: 548.792358 Iteration 13Q: 3 clusters Score -10897.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -10904.143555 Penalty: 548.792358 Iteration 14Q: 3 clusters Score -10904.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -10906.873047 Penalty: 548.792358 Iteration 15Q: 3 clusters Score -10906.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -10912.308594 Penalty: 548.792358 Iteration 16Q: 3 clusters Score -10912.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -10915.938477 Penalty: 548.792358 Iteration 17Q: 3 clusters Score -10915.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -10919.391602 Penalty: 548.792358 Iteration 18Q: 3 clusters Score -10919.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -10922.131836 Penalty: 548.792358 Iteration 19Q: 3 clusters Score -10922.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -10923.388672 Penalty: 548.792358 Iteration 20F: 3 clusters Score -10923.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -10924.042969 Penalty: 548.792358 Iteration 21Q: 3 clusters Score -10924.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -10924.042969 Penalty: 548.792358 Iteration 22F: 3 clusters Score -10924.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5356 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13795 members Mstep: Class 5 contains 4277 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10873 members Mstep: Class 8 contains 1947 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10779 members Mstep: Class 12 contains 2467 members Mstep: Class 13 contains 4329 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 866 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 869 members Mstep: Class 18 contains 27496 members Mstep: Class 19 contains 2661 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 996 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2546 members Mstep: Class 24 contains 4167 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 416 members Entering Unmasked Estep ConsiderDeletion Score: -4957948.000000 Penalty: 14685.705078 Iteration 119Q: 28 clusters Score -4957948 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 5411 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13793 members Mstep: Class 5 contains 4236 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10875 members Mstep: Class 8 contains 1943 members Mstep: Class 9 contains 7109 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10785 members Mstep: Class 12 contains 2458 members Mstep: Class 13 contains 4325 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 867 members Mstep: Class 18 contains 27710 members Mstep: Class 19 contains 2442 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1001 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2546 members Mstep: Class 24 contains 4169 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 417 members Entering Unmasked Estep ConsiderDeletion Score: -4958065.000000 Penalty: 14685.705078 Iteration 120F: 28 clusters Score -4958065 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 5459 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13792 members Mstep: Class 5 contains 4193 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10869 members Mstep: Class 8 contains 1941 members Mstep: Class 9 contains 7108 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10792 members Mstep: Class 12 contains 2449 members Mstep: Class 13 contains 4311 members Mstep: Class 14 contains 29994 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 867 members Mstep: Class 18 contains 27902 members Mstep: Class 19 contains 2268 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1003 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2547 members Mstep: Class 24 contains 4173 members Mstep: Class 25 contains 14494 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 414 members Entering Unmasked Estep ConsiderDeletion Score: -4958122.000000 Penalty: 14685.705078 Iteration 121Q: 28 clusters Score -4958122 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 5489 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 13789 members Mstep: Class 5 contains 4157 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10867 members Mstep: Class 8 contains 1936 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10798 members Mstep: Class 12 contains 2443 members Mstep: Class 13 contains 4309 members Mstep: Class 14 contains 29994 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 864 members Mstep: Class 18 contains 28088 members Mstep: Class 19 contains 2102 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 1005 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2546 members Mstep: Class 24 contains 4174 members Mstep: Class 25 contains 14495 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958200.500000 Penalty: 14685.705078 Iteration 122Q: 28 clusters Score -4958200 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 5515 members Mstep: Class 3 contains 2345 members Mstep: Class 4 contains 13782 members Mstep: Class 5 contains 4131 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10868 members Mstep: Class 8 contains 1930 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10804 members Mstep: Class 12 contains 2437 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 28249 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 999 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2545 members Mstep: Class 24 contains 4173 members Mstep: Class 25 contains 14496 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958256.000000 Penalty: 14685.705078 Iteration 123Q: 28 clusters Score -4958256 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 5537 members Mstep: Class 3 contains 2344 members Mstep: Class 4 contains 13778 members Mstep: Class 5 contains 4106 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10870 members Mstep: Class 8 contains 1924 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10810 members Mstep: Class 12 contains 2433 members Mstep: Class 13 contains 4312 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 862 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 862 members Mstep: Class 18 contains 28396 members Mstep: Class 19 contains 1824 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 996 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2545 members Mstep: Class 24 contains 4172 members Mstep: Class 25 contains 14497 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958288.000000 Penalty: 14685.705078 Iteration 124Q: 28 clusters Score -4958288 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 5565 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13773 members Mstep: Class 5 contains 4074 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10874 members Mstep: Class 8 contains 1917 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10817 members Mstep: Class 12 contains 2430 members Mstep: Class 13 contains 4306 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 863 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 28528 members Mstep: Class 19 contains 1705 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 995 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2545 members Mstep: Class 24 contains 4167 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958325.500000 Penalty: 14685.705078 Iteration 125Q: 28 clusters Score -4958326 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 5606 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13772 members Mstep: Class 5 contains 4032 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10877 members Mstep: Class 8 contains 1919 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10823 members Mstep: Class 12 contains 2430 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 863 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 28662 members Mstep: Class 19 contains 1577 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 991 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2544 members Mstep: Class 24 contains 4163 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958366.000000 Penalty: 14685.705078 Iteration 126Q: 28 clusters Score -4958366 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5650 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13768 members Mstep: Class 5 contains 4007 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10881 members Mstep: Class 8 contains 1919 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10828 members Mstep: Class 12 contains 2424 members Mstep: Class 13 contains 4275 members Mstep: Class 14 contains 29998 members Mstep: Class 15 contains 863 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 28785 members Mstep: Class 19 contains 1460 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 989 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2543 members Mstep: Class 24 contains 4160 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958402.500000 Penalty: 14685.705078 Iteration 127Q: 28 clusters Score -4958402 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 5691 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13765 members Mstep: Class 5 contains 3977 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10883 members Mstep: Class 8 contains 1917 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10833 members Mstep: Class 12 contains 2418 members Mstep: Class 13 contains 4255 members Mstep: Class 14 contains 29997 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 28914 members Mstep: Class 19 contains 1348 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 984 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2543 members Mstep: Class 24 contains 4160 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958458.500000 Penalty: 14685.705078 Iteration 128Q: 28 clusters Score -4958458 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 5725 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13760 members Mstep: Class 5 contains 3945 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10890 members Mstep: Class 8 contains 1919 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10842 members Mstep: Class 12 contains 2413 members Mstep: Class 13 contains 4236 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 866 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 863 members Mstep: Class 18 contains 29029 members Mstep: Class 19 contains 1239 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 983 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2543 members Mstep: Class 24 contains 4163 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958525.500000 Penalty: 14685.705078 Iteration 129Q: 28 clusters Score -4958526 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 5761 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13750 members Mstep: Class 5 contains 3926 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10893 members Mstep: Class 8 contains 1922 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10853 members Mstep: Class 12 contains 2408 members Mstep: Class 13 contains 4206 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 867 members Mstep: Class 16 contains 156 members Mstep: Class 17 contains 861 members Mstep: Class 18 contains 29122 members Mstep: Class 19 contains 1160 members Mstep: Class 20 contains 1948 members Mstep: Class 21 contains 984 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2542 members Mstep: Class 24 contains 4162 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958546.500000 Penalty: 14685.705078 Iteration 130Q: 28 clusters Score -4958546 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 5799 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13741 members Mstep: Class 5 contains 3914 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10891 members Mstep: Class 8 contains 1924 members Mstep: Class 9 contains 7107 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10860 members Mstep: Class 12 contains 2398 members Mstep: Class 13 contains 4178 members Mstep: Class 14 contains 29996 members Mstep: Class 15 contains 868 members Mstep: Class 16 contains 156 members Mstep: Class 17 contains 858 members Mstep: Class 18 contains 29202 members Mstep: Class 19 contains 1094 members Mstep: Class 20 contains 1947 members Mstep: Class 21 contains 986 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2542 members Mstep: Class 24 contains 4163 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958573.500000 Penalty: 14685.705078 Iteration 131Q: 28 clusters Score -4958574 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5841 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13731 members Mstep: Class 5 contains 3904 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10883 members Mstep: Class 8 contains 1926 members Mstep: Class 9 contains 7110 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10868 members Mstep: Class 12 contains 2394 members Mstep: Class 13 contains 4150 members Mstep: Class 14 contains 29995 members Mstep: Class 15 contains 867 members Mstep: Class 16 contains 156 members Mstep: Class 17 contains 858 members Mstep: Class 18 contains 29268 members Mstep: Class 19 contains 1046 members Mstep: Class 20 contains 1943 members Mstep: Class 21 contains 986 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2541 members Mstep: Class 24 contains 4159 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958604.500000 Penalty: 14685.705078 Iteration 132Q: 28 clusters Score -4958604 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5902 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13720 members Mstep: Class 5 contains 3890 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10880 members Mstep: Class 8 contains 1927 members Mstep: Class 9 contains 7113 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10870 members Mstep: Class 12 contains 2390 members Mstep: Class 13 contains 4119 members Mstep: Class 14 contains 29994 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 857 members Mstep: Class 18 contains 29328 members Mstep: Class 19 contains 997 members Mstep: Class 20 contains 1940 members Mstep: Class 21 contains 984 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4156 members Mstep: Class 25 contains 14499 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958646.000000 Penalty: 14685.705078 Iteration 133Q: 28 clusters Score -4958646 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5936 members Mstep: Class 3 contains 2342 members Mstep: Class 4 contains 13706 members Mstep: Class 5 contains 3876 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10874 members Mstep: Class 8 contains 1927 members Mstep: Class 9 contains 7118 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10871 members Mstep: Class 12 contains 2382 members Mstep: Class 13 contains 4100 members Mstep: Class 14 contains 29993 members Mstep: Class 15 contains 865 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 856 members Mstep: Class 18 contains 29392 members Mstep: Class 19 contains 971 members Mstep: Class 20 contains 1935 members Mstep: Class 21 contains 983 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4148 members Mstep: Class 25 contains 14498 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958674.000000 Penalty: 14685.705078 Iteration 134Q: 28 clusters Score -4958674 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5960 members Mstep: Class 3 contains 2341 members Mstep: Class 4 contains 13696 members Mstep: Class 5 contains 3860 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10874 members Mstep: Class 8 contains 1925 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10872 members Mstep: Class 12 contains 2378 members Mstep: Class 13 contains 4090 members Mstep: Class 14 contains 29989 members Mstep: Class 15 contains 864 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 853 members Mstep: Class 18 contains 29459 members Mstep: Class 19 contains 936 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 981 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4143 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958700.000000 Penalty: 14685.705078 Iteration 135Q: 28 clusters Score -4958700 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5979 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13689 members Mstep: Class 5 contains 3848 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10866 members Mstep: Class 8 contains 1920 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10874 members Mstep: Class 12 contains 2375 members Mstep: Class 13 contains 4087 members Mstep: Class 14 contains 29985 members Mstep: Class 15 contains 863 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 854 members Mstep: Class 18 contains 29525 members Mstep: Class 19 contains 902 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 975 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4138 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958702.500000 Penalty: 14685.705078 Iteration 136Q: 28 clusters Score -4958702 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 5990 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13683 members Mstep: Class 5 contains 3847 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10861 members Mstep: Class 8 contains 1918 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10875 members Mstep: Class 12 contains 2361 members Mstep: Class 13 contains 4087 members Mstep: Class 14 contains 29984 members Mstep: Class 15 contains 863 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 853 members Mstep: Class 18 contains 29584 members Mstep: Class 19 contains 869 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 972 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4133 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958727.000000 Penalty: 14685.705078 Iteration 137Q: 28 clusters Score -4958727 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 6006 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13674 members Mstep: Class 5 contains 3841 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10855 members Mstep: Class 8 contains 1912 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10876 members Mstep: Class 12 contains 2352 members Mstep: Class 13 contains 4085 members Mstep: Class 14 contains 29985 members Mstep: Class 15 contains 860 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 850 members Mstep: Class 18 contains 29646 members Mstep: Class 19 contains 836 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 971 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4130 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958747.500000 Penalty: 14685.705078 Iteration 138Q: 28 clusters Score -4958748 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6024 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13671 members Mstep: Class 5 contains 3826 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10849 members Mstep: Class 8 contains 1905 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10876 members Mstep: Class 12 contains 2353 members Mstep: Class 13 contains 4084 members Mstep: Class 14 contains 29984 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 849 members Mstep: Class 18 contains 29691 members Mstep: Class 19 contains 811 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 971 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2540 members Mstep: Class 24 contains 4125 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 446 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958755.000000 Penalty: 14685.705078 Iteration 139Q: 28 clusters Score -4958755 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6039 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13667 members Mstep: Class 5 contains 3811 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10844 members Mstep: Class 8 contains 1901 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10879 members Mstep: Class 12 contains 2348 members Mstep: Class 13 contains 4082 members Mstep: Class 14 contains 29984 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 847 members Mstep: Class 18 contains 29728 members Mstep: Class 19 contains 799 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 974 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2539 members Mstep: Class 24 contains 4120 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958777.000000 Penalty: 14685.705078 Iteration 140F: 28 clusters Score -4958777 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6052 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13656 members Mstep: Class 5 contains 3795 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10839 members Mstep: Class 8 contains 1901 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10883 members Mstep: Class 12 contains 2338 members Mstep: Class 13 contains 4076 members Mstep: Class 14 contains 29983 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 845 members Mstep: Class 18 contains 29771 members Mstep: Class 19 contains 796 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 973 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2539 members Mstep: Class 24 contains 4116 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958796.000000 Penalty: 14685.705078 Iteration 141Q: 28 clusters Score -4958796 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6066 members Mstep: Class 3 contains 2340 members Mstep: Class 4 contains 13643 members Mstep: Class 5 contains 3784 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10835 members Mstep: Class 8 contains 1899 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10888 members Mstep: Class 12 contains 2331 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 29982 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 843 members Mstep: Class 18 contains 29804 members Mstep: Class 19 contains 801 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 972 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2539 members Mstep: Class 24 contains 4111 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958798.500000 Penalty: 14685.705078 Iteration 142Q: 28 clusters Score -4958798 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6075 members Mstep: Class 3 contains 2341 members Mstep: Class 4 contains 13627 members Mstep: Class 5 contains 3778 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10834 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10893 members Mstep: Class 12 contains 2325 members Mstep: Class 13 contains 4060 members Mstep: Class 14 contains 29980 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 841 members Mstep: Class 18 contains 29833 members Mstep: Class 19 contains 809 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 966 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2539 members Mstep: Class 24 contains 4106 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958814.000000 Penalty: 14685.705078 Iteration 143Q: 28 clusters Score -4958814 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6079 members Mstep: Class 3 contains 2339 members Mstep: Class 4 contains 13615 members Mstep: Class 5 contains 3773 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10833 members Mstep: Class 8 contains 1898 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10896 members Mstep: Class 12 contains 2318 members Mstep: Class 13 contains 4055 members Mstep: Class 14 contains 29980 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 840 members Mstep: Class 18 contains 29853 members Mstep: Class 19 contains 817 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 964 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2538 members Mstep: Class 24 contains 4103 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958819.500000 Penalty: 14685.705078 Iteration 144Q: 28 clusters Score -4958820 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 6078 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13604 members Mstep: Class 5 contains 3771 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 10897 members Mstep: Class 12 contains 2313 members Mstep: Class 13 contains 4054 members Mstep: Class 14 contains 29980 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 837 members Mstep: Class 18 contains 29875 members Mstep: Class 19 contains 826 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 964 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4098 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958825.000000 Penalty: 14685.705078 Iteration 145Q: 28 clusters Score -4958825 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 6082 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13588 members Mstep: Class 5 contains 3768 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10825 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10900 members Mstep: Class 12 contains 2304 members Mstep: Class 13 contains 4053 members Mstep: Class 14 contains 29980 members Mstep: Class 15 contains 859 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 834 members Mstep: Class 18 contains 29886 members Mstep: Class 19 contains 843 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 965 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4092 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958829.000000 Penalty: 14685.705078 Iteration 146Q: 28 clusters Score -4958829 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 6087 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13580 members Mstep: Class 5 contains 3766 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10825 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10903 members Mstep: Class 12 contains 2296 members Mstep: Class 13 contains 4054 members Mstep: Class 14 contains 29980 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 831 members Mstep: Class 18 contains 29900 members Mstep: Class 19 contains 842 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 966 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4088 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958837.000000 Penalty: 14685.705078 Iteration 147Q: 28 clusters Score -4958837 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 6091 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13570 members Mstep: Class 5 contains 3763 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10824 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10906 members Mstep: Class 12 contains 2292 members Mstep: Class 13 contains 4054 members Mstep: Class 14 contains 29979 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 829 members Mstep: Class 18 contains 29914 members Mstep: Class 19 contains 846 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 964 members Mstep: Class 22 contains 1193 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4081 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958848.000000 Penalty: 14685.705078 Iteration 148Q: 28 clusters Score -4958848 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 6095 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13560 members Mstep: Class 5 contains 3758 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10823 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10907 members Mstep: Class 12 contains 2288 members Mstep: Class 13 contains 4054 members Mstep: Class 14 contains 29978 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 826 members Mstep: Class 18 contains 29927 members Mstep: Class 19 contains 851 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 965 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4079 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958870.000000 Penalty: 14685.705078 Iteration 149Q: 28 clusters Score -4958870 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 6092 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13553 members Mstep: Class 5 contains 3758 members Mstep: Class 6 contains 735 members Mstep: Class 7 contains 10825 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10906 members Mstep: Class 12 contains 2279 members Mstep: Class 13 contains 4053 members Mstep: Class 14 contains 29978 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 155 members Mstep: Class 17 contains 824 members Mstep: Class 18 contains 29938 members Mstep: Class 19 contains 854 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 967 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4079 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958876.000000 Penalty: 14685.705078 Iteration 150Q: 28 clusters Score -4958876 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 6095 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13544 members Mstep: Class 5 contains 3754 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10824 members Mstep: Class 8 contains 1897 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10909 members Mstep: Class 12 contains 2271 members Mstep: Class 13 contains 4051 members Mstep: Class 14 contains 29976 members Mstep: Class 15 contains 858 members Mstep: Class 16 contains 156 members Mstep: Class 17 contains 821 members Mstep: Class 18 contains 29953 members Mstep: Class 19 contains 861 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 965 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4078 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958879.500000 Penalty: 14685.705078 Iteration 151Q: 28 clusters Score -4958880 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 6097 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13540 members Mstep: Class 5 contains 3749 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1897 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10909 members Mstep: Class 12 contains 2268 members Mstep: Class 13 contains 4048 members Mstep: Class 14 contains 29976 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 156 members Mstep: Class 17 contains 816 members Mstep: Class 18 contains 29966 members Mstep: Class 19 contains 866 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 962 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4078 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958878.500000 Penalty: 14685.705078 Iteration 152Q: 28 clusters Score -4958878 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 6096 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13532 members Mstep: Class 5 contains 3749 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1897 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10911 members Mstep: Class 12 contains 2266 members Mstep: Class 13 contains 4047 members Mstep: Class 14 contains 29976 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29967 members Mstep: Class 19 contains 878 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2535 members Mstep: Class 24 contains 4078 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958894.000000 Penalty: 14685.705078 Iteration 153Q: 28 clusters Score -4958894 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 6100 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13525 members Mstep: Class 5 contains 3747 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1897 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10913 members Mstep: Class 12 contains 2262 members Mstep: Class 13 contains 4044 members Mstep: Class 14 contains 29976 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29971 members Mstep: Class 19 contains 885 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 955 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2535 members Mstep: Class 24 contains 4077 members Mstep: Class 25 contains 14502 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958905.000000 Penalty: 14685.705078 Iteration 154Q: 28 clusters Score -4958905 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 6103 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13521 members Mstep: Class 5 contains 3748 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1897 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10913 members Mstep: Class 12 contains 2258 members Mstep: Class 13 contains 4041 members Mstep: Class 14 contains 29977 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29979 members Mstep: Class 19 contains 885 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 953 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2534 members Mstep: Class 24 contains 4076 members Mstep: Class 25 contains 14502 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958923.000000 Penalty: 14685.705078 Iteration 155Q: 28 clusters Score -4958923 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 6104 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13513 members Mstep: Class 5 contains 3747 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1897 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10913 members Mstep: Class 12 contains 2253 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 29977 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29984 members Mstep: Class 19 contains 889 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 955 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2533 members Mstep: Class 24 contains 4077 members Mstep: Class 25 contains 14502 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958923.000000 Penalty: 14685.705078 Iteration 156Q: 28 clusters Score -4958923 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 6105 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13507 members Mstep: Class 5 contains 3747 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1896 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10914 members Mstep: Class 12 contains 2248 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 29976 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29986 members Mstep: Class 19 contains 893 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2533 members Mstep: Class 24 contains 4073 members Mstep: Class 25 contains 14502 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 414 members Entering Unmasked Estep ConsiderDeletion Score: -4958936.500000 Penalty: 14685.705078 Iteration 157Q: 28 clusters Score -4958936 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 6108 members Mstep: Class 3 contains 2338 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3747 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1894 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10915 members Mstep: Class 12 contains 2241 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29987 members Mstep: Class 19 contains 896 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 960 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2534 members Mstep: Class 24 contains 4070 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 414 members Entering Unmasked Estep ConsiderDeletion Score: -4958923.000000 Penalty: 14685.705078 Iteration 158Q: 28 clusters Score -4958923 nChanged 36 Entering ConstructFrom: Score: -4958923.000000 Penalty: 14685.705078 Entering ConstructFrom: Trying to split cluster 1 (2175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Entering Unmasked Estep Score: -73599.156250 Penalty: 349.657654 Iteration 0F: 2 clusters Score -73599.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -72082.437500 Penalty: 699.315308 Iteration 0F: 3 clusters Score -72082.44 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -72659.773438 Penalty: 699.315308 Iteration 1F: 3 clusters Score -72659.77 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -72742.601562 Penalty: 699.315308 Iteration 2F: 3 clusters Score -72742.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -72801.703125 Penalty: 699.315308 Iteration 3F: 3 clusters Score -72801.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -72853.226562 Penalty: 699.315308 Iteration 4Q: 3 clusters Score -72853.23 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -72896.601562 Penalty: 699.315308 Iteration 5Q: 3 clusters Score -72896.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -72935.078125 Penalty: 699.315308 Iteration 6Q: 3 clusters Score -72935.08 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -72972.523438 Penalty: 699.315308 Iteration 7Q: 3 clusters Score -72972.52 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -73006.218750 Penalty: 699.315308 Iteration 8Q: 3 clusters Score -73006.22 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -73039.234375 Penalty: 699.315308 Iteration 9Q: 3 clusters Score -73039.23 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -73083.093750 Penalty: 699.315308 Iteration 10Q: 3 clusters Score -73083.09 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -73137.515625 Penalty: 699.315308 Iteration 11Q: 3 clusters Score -73137.52 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -73179.367188 Penalty: 699.315308 Iteration 12Q: 3 clusters Score -73179.37 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -73223.398438 Penalty: 699.315308 Iteration 13Q: 3 clusters Score -73223.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -73258.257812 Penalty: 699.315308 Iteration 14Q: 3 clusters Score -73258.26 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -73279.429688 Penalty: 699.315308 Iteration 15Q: 3 clusters Score -73279.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -73292.687500 Penalty: 699.315308 Iteration 16Q: 3 clusters Score -73292.69 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -73303.296875 Penalty: 699.315308 Iteration 17Q: 3 clusters Score -73303.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -73309.351562 Penalty: 699.315308 Iteration 18Q: 3 clusters Score -73309.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -73315.460938 Penalty: 699.315308 Iteration 19Q: 3 clusters Score -73315.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -73318.367188 Penalty: 699.315308 Iteration 20F: 3 clusters Score -73318.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -73319.992188 Penalty: 699.315308 Iteration 21Q: 3 clusters Score -73319.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -73322.664062 Penalty: 699.315308 Iteration 22Q: 3 clusters Score -73322.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -73327.085938 Penalty: 699.315308 Iteration 23Q: 3 clusters Score -73327.09 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -73331.804688 Penalty: 699.315308 Iteration 24Q: 3 clusters Score -73331.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -73333.906250 Penalty: 699.315308 Iteration 25Q: 3 clusters Score -73333.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -73334.578125 Penalty: 699.315308 Iteration 26Q: 3 clusters Score -73334.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -73334.882812 Penalty: 699.315308 Iteration 27Q: 3 clusters Score -73334.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -73335.492188 Penalty: 699.315308 Iteration 28Q: 3 clusters Score -73335.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -73336.203125 Penalty: 699.315308 Iteration 29Q: 3 clusters Score -73336.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -73337.187500 Penalty: 699.315308 Iteration 30Q: 3 clusters Score -73337.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -73337.242188 Penalty: 699.315308 Iteration 31Q: 3 clusters Score -73337.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -73337.242188 Penalty: 699.315308 Iteration 32F: 3 clusters Score -73337.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6110 members Entering Unmasked Estep Score: -203257.031250 Penalty: 396.654541 Iteration 0F: 2 clusters Score -203257 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -199144.437500 Penalty: 793.309082 Iteration 0F: 3 clusters Score -199144.4 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -200716.421875 Penalty: 793.309082 Iteration 1F: 3 clusters Score -200716.4 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -200842.531250 Penalty: 793.309082 Iteration 2F: 3 clusters Score -200842.5 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -200974.125000 Penalty: 793.309082 Iteration 3Q: 3 clusters Score -200974.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -201136.843750 Penalty: 793.309082 Iteration 4F: 3 clusters Score -201136.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -201328.265625 Penalty: 793.309082 Iteration 5F: 3 clusters Score -201328.3 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -201561.921875 Penalty: 793.309082 Iteration 6F: 3 clusters Score -201561.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -201819.531250 Penalty: 793.309082 Iteration 7F: 3 clusters Score -201819.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -202081.562500 Penalty: 793.309082 Iteration 8Q: 3 clusters Score -202081.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -202337.750000 Penalty: 793.309082 Iteration 9Q: 3 clusters Score -202337.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -202526.125000 Penalty: 793.309082 Iteration 10Q: 3 clusters Score -202526.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -202655.765625 Penalty: 793.309082 Iteration 11Q: 3 clusters Score -202655.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -202738.750000 Penalty: 793.309082 Iteration 12Q: 3 clusters Score -202738.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -202788.765625 Penalty: 793.309082 Iteration 13Q: 3 clusters Score -202788.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -202818.437500 Penalty: 793.309082 Iteration 14Q: 3 clusters Score -202818.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -202838.812500 Penalty: 793.309082 Iteration 15Q: 3 clusters Score -202838.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -202853.359375 Penalty: 793.309082 Iteration 16Q: 3 clusters Score -202853.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -202865.671875 Penalty: 793.309082 Iteration 17Q: 3 clusters Score -202865.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -202871.718750 Penalty: 793.309082 Iteration 18Q: 3 clusters Score -202871.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -202875.296875 Penalty: 793.309082 Iteration 19Q: 3 clusters Score -202875.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -202877.921875 Penalty: 793.309082 Iteration 20F: 3 clusters Score -202877.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -202880.312500 Penalty: 793.309082 Iteration 21Q: 3 clusters Score -202880.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -202883.437500 Penalty: 793.309082 Iteration 22Q: 3 clusters Score -202883.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -202885.281250 Penalty: 793.309082 Iteration 23Q: 3 clusters Score -202885.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -202886.031250 Penalty: 793.309082 Iteration 24Q: 3 clusters Score -202886 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -202886.812500 Penalty: 793.309082 Iteration 25Q: 3 clusters Score -202886.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -202887.484375 Penalty: 793.309082 Iteration 26Q: 3 clusters Score -202887.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -202888.109375 Penalty: 793.309082 Iteration 27Q: 3 clusters Score -202888.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -202888.046875 Penalty: 793.309082 Iteration 28Q: 3 clusters Score -202888 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -202888.187500 Penalty: 793.309082 Iteration 29Q: 3 clusters Score -202888.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -202888.687500 Penalty: 793.309082 Iteration 30Q: 3 clusters Score -202888.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -202888.906250 Penalty: 793.309082 Iteration 31Q: 3 clusters Score -202888.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -202888.687500 Penalty: 793.309082 Iteration 32Q: 3 clusters Score -202888.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -202889.156250 Penalty: 793.309082 Iteration 33Q: 3 clusters Score -202889.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -202889.062500 Penalty: 793.309082 Iteration 34Q: 3 clusters Score -202889.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -202888.984375 Penalty: 793.309082 Iteration 35Q: 3 clusters Score -202889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -202888.984375 Penalty: 793.309082 Iteration 36F: 3 clusters Score -202889 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Entering Unmasked Estep Score: -76679.992188 Penalty: 352.926361 Iteration 0F: 2 clusters Score -76679.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -75002.406250 Penalty: 705.852722 Iteration 0F: 3 clusters Score -75002.41 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -75543.398438 Penalty: 705.852722 Iteration 1F: 3 clusters Score -75543.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -75655.304688 Penalty: 705.852722 Iteration 2F: 3 clusters Score -75655.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -75732.500000 Penalty: 705.852722 Iteration 3F: 3 clusters Score -75732.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -75800.562500 Penalty: 705.852722 Iteration 4F: 3 clusters Score -75800.56 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -75854.828125 Penalty: 705.852722 Iteration 5Q: 3 clusters Score -75854.83 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -75905.976562 Penalty: 705.852722 Iteration 6Q: 3 clusters Score -75905.98 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -75973.687500 Penalty: 705.852722 Iteration 7Q: 3 clusters Score -75973.69 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -76054.640625 Penalty: 705.852722 Iteration 8Q: 3 clusters Score -76054.64 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -76115.890625 Penalty: 705.852722 Iteration 9Q: 3 clusters Score -76115.89 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -76162.984375 Penalty: 705.852722 Iteration 10Q: 3 clusters Score -76162.98 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -76201.859375 Penalty: 705.852722 Iteration 11Q: 3 clusters Score -76201.86 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -76227.351562 Penalty: 705.852722 Iteration 12Q: 3 clusters Score -76227.35 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -76249.187500 Penalty: 705.852722 Iteration 13Q: 3 clusters Score -76249.19 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -76274.976562 Penalty: 705.852722 Iteration 14Q: 3 clusters Score -76274.98 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -76286.023438 Penalty: 705.852722 Iteration 15Q: 3 clusters Score -76286.02 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -76293.546875 Penalty: 705.852722 Iteration 16Q: 3 clusters Score -76293.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -76297.765625 Penalty: 705.852722 Iteration 17Q: 3 clusters Score -76297.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -76302.757812 Penalty: 705.852722 Iteration 18Q: 3 clusters Score -76302.76 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -76308.085938 Penalty: 705.852722 Iteration 19Q: 3 clusters Score -76308.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -76312.109375 Penalty: 705.852722 Iteration 20F: 3 clusters Score -76312.11 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -76315.187500 Penalty: 705.852722 Iteration 21Q: 3 clusters Score -76315.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -76317.226562 Penalty: 705.852722 Iteration 22Q: 3 clusters Score -76317.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -76318.015625 Penalty: 705.852722 Iteration 23Q: 3 clusters Score -76318.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -76318.734375 Penalty: 705.852722 Iteration 24Q: 3 clusters Score -76318.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -76320.156250 Penalty: 705.852722 Iteration 25Q: 3 clusters Score -76320.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -76320.843750 Penalty: 705.852722 Iteration 26Q: 3 clusters Score -76320.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -76320.960938 Penalty: 705.852722 Iteration 27Q: 3 clusters Score -76320.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -76321.070312 Penalty: 705.852722 Iteration 28Q: 3 clusters Score -76321.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -76321.070312 Penalty: 705.852722 Iteration 29F: 3 clusters Score -76321.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Entering Unmasked Estep Score: -478360.562500 Penalty: 432.731995 Iteration 0F: 2 clusters Score -478360.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -469424.250000 Penalty: 865.463989 Iteration 0F: 3 clusters Score -469424.2 nChanged 6341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -473616.687500 Penalty: 865.463989 Iteration 1F: 3 clusters Score -473616.7 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -474358.968750 Penalty: 865.463989 Iteration 2F: 3 clusters Score -474359 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -475143.312500 Penalty: 865.463989 Iteration 3F: 3 clusters Score -475143.3 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -475805.312500 Penalty: 865.463989 Iteration 4F: 3 clusters Score -475805.3 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -476277.187500 Penalty: 865.463989 Iteration 5F: 3 clusters Score -476277.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 8826 members Entering Unmasked Estep Score: -476645.250000 Penalty: 865.463989 Iteration 6Q: 3 clusters Score -476645.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 9082 members Entering Unmasked Estep Score: -476891.406250 Penalty: 865.463989 Iteration 7Q: 3 clusters Score -476891.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -477056.906250 Penalty: 865.463989 Iteration 8Q: 3 clusters Score -477056.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 9524 members Entering Unmasked Estep Score: -477234.062500 Penalty: 865.463989 Iteration 9Q: 3 clusters Score -477234.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -477392.968750 Penalty: 865.463989 Iteration 10Q: 3 clusters Score -477393 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 9940 members Entering Unmasked Estep Score: -477542.781250 Penalty: 865.463989 Iteration 11Q: 3 clusters Score -477542.8 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 10103 members Entering Unmasked Estep Score: -477652.343750 Penalty: 865.463989 Iteration 12Q: 3 clusters Score -477652.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -477729.968750 Penalty: 865.463989 Iteration 13Q: 3 clusters Score -477730 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 10318 members Entering Unmasked Estep Score: -477768.312500 Penalty: 865.463989 Iteration 14Q: 3 clusters Score -477768.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -477787.843750 Penalty: 865.463989 Iteration 15Q: 3 clusters Score -477787.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -477803.750000 Penalty: 865.463989 Iteration 16Q: 3 clusters Score -477803.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -477815.625000 Penalty: 865.463989 Iteration 17Q: 3 clusters Score -477815.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -477825.843750 Penalty: 865.463989 Iteration 18Q: 3 clusters Score -477825.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 10609 members Entering Unmasked Estep Score: -477831.125000 Penalty: 865.463989 Iteration 19Q: 3 clusters Score -477831.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 10651 members Entering Unmasked Estep Score: -477839.218750 Penalty: 865.463989 Iteration 20F: 3 clusters Score -477839.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 10700 members Entering Unmasked Estep Score: -477844.937500 Penalty: 865.463989 Iteration 21Q: 3 clusters Score -477844.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 10738 members Entering Unmasked Estep Score: -477850.531250 Penalty: 865.463989 Iteration 22Q: 3 clusters Score -477850.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 10772 members Entering Unmasked Estep Score: -477855.656250 Penalty: 865.463989 Iteration 23Q: 3 clusters Score -477855.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -477862.875000 Penalty: 865.463989 Iteration 24Q: 3 clusters Score -477862.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -477866.437500 Penalty: 865.463989 Iteration 25Q: 3 clusters Score -477866.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -477869.187500 Penalty: 865.463989 Iteration 26Q: 3 clusters Score -477869.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 10894 members Entering Unmasked Estep Score: -477871.625000 Penalty: 865.463989 Iteration 27Q: 3 clusters Score -477871.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 10915 members Entering Unmasked Estep Score: -477875.531250 Penalty: 865.463989 Iteration 28Q: 3 clusters Score -477875.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -477875.593750 Penalty: 865.463989 Iteration 29Q: 3 clusters Score -477875.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -477878.500000 Penalty: 865.463989 Iteration 30Q: 3 clusters Score -477878.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 10963 members Entering Unmasked Estep Score: -477880.531250 Penalty: 865.463989 Iteration 31Q: 3 clusters Score -477880.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -477880.843750 Penalty: 865.463989 Iteration 32Q: 3 clusters Score -477880.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -477884.187500 Penalty: 865.463989 Iteration 33Q: 3 clusters Score -477884.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 11006 members Entering Unmasked Estep Score: -477884.062500 Penalty: 865.463989 Iteration 34Q: 3 clusters Score -477884.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -477886.062500 Penalty: 865.463989 Iteration 35Q: 3 clusters Score -477886.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -477886.437500 Penalty: 865.463989 Iteration 36Q: 3 clusters Score -477886.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 11060 members Entering Unmasked Estep Score: -477888.093750 Penalty: 865.463989 Iteration 37Q: 3 clusters Score -477888.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 11077 members Entering Unmasked Estep Score: -477889.093750 Penalty: 865.463989 Iteration 38Q: 3 clusters Score -477889.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 11090 members Entering Unmasked Estep Score: -477890.125000 Penalty: 865.463989 Iteration 39Q: 3 clusters Score -477890.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -477892.218750 Penalty: 865.463989 Iteration 40F: 3 clusters Score -477892.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -477894.843750 Penalty: 865.463989 Iteration 41Q: 3 clusters Score -477894.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -477896.562500 Penalty: 865.463989 Iteration 42Q: 3 clusters Score -477896.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 11156 members Entering Unmasked Estep Score: -477896.781250 Penalty: 865.463989 Iteration 43Q: 3 clusters Score -477896.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -477901.781250 Penalty: 865.463989 Iteration 44Q: 3 clusters Score -477901.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 11214 members Entering Unmasked Estep Score: -477905.625000 Penalty: 865.463989 Iteration 45Q: 3 clusters Score -477905.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -477911.312500 Penalty: 865.463989 Iteration 46Q: 3 clusters Score -477911.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -477920.718750 Penalty: 865.463989 Iteration 47Q: 3 clusters Score -477920.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -477926.968750 Penalty: 865.463989 Iteration 48Q: 3 clusters Score -477927 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 11390 members Entering Unmasked Estep Score: -477935.562500 Penalty: 865.463989 Iteration 49Q: 3 clusters Score -477935.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -477944.687500 Penalty: 865.463989 Iteration 50Q: 3 clusters Score -477944.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -477952.531250 Penalty: 865.463989 Iteration 51Q: 3 clusters Score -477952.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 11530 members Entering Unmasked Estep Score: -477965.312500 Penalty: 865.463989 Iteration 52Q: 3 clusters Score -477965.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -477976.718750 Penalty: 865.463989 Iteration 53Q: 3 clusters Score -477976.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 11638 members Entering Unmasked Estep Score: -477984.718750 Penalty: 865.463989 Iteration 54Q: 3 clusters Score -477984.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -477989.906250 Penalty: 865.463989 Iteration 55Q: 3 clusters Score -477989.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -477994.843750 Penalty: 865.463989 Iteration 56Q: 3 clusters Score -477994.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -478001.281250 Penalty: 865.463989 Iteration 57Q: 3 clusters Score -478001.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -478006.218750 Penalty: 865.463989 Iteration 58Q: 3 clusters Score -478006.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -478009.781250 Penalty: 865.463989 Iteration 59Q: 3 clusters Score -478009.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -478009.781250 Penalty: 865.463989 Iteration 60F: 3 clusters Score -478009.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -478014.062500 Penalty: 865.463989 Iteration 61Q: 3 clusters Score -478014.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 11868 members Entering Unmasked Estep Score: -478015.593750 Penalty: 865.463989 Iteration 62Q: 3 clusters Score -478015.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -478018.250000 Penalty: 865.463989 Iteration 63Q: 3 clusters Score -478018.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -478019.718750 Penalty: 865.463989 Iteration 64Q: 3 clusters Score -478019.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -478020.656250 Penalty: 865.463989 Iteration 65Q: 3 clusters Score -478020.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -478022.843750 Penalty: 865.463989 Iteration 66Q: 3 clusters Score -478022.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 11929 members Entering Unmasked Estep Score: -478022.718750 Penalty: 865.463989 Iteration 67Q: 3 clusters Score -478022.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -478023.187500 Penalty: 865.463989 Iteration 68Q: 3 clusters Score -478023.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 11950 members Entering Unmasked Estep Score: -478025.187500 Penalty: 865.463989 Iteration 69Q: 3 clusters Score -478025.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -478023.593750 Penalty: 865.463989 Iteration 70Q: 3 clusters Score -478023.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -478024.937500 Penalty: 865.463989 Iteration 71Q: 3 clusters Score -478024.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 11964 members Entering Unmasked Estep Score: -478026.000000 Penalty: 865.463989 Iteration 72Q: 3 clusters Score -478026 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 11973 members Entering Unmasked Estep Score: -478027.343750 Penalty: 865.463989 Iteration 73Q: 3 clusters Score -478027.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -478027.843750 Penalty: 865.463989 Iteration 74Q: 3 clusters Score -478027.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -478028.906250 Penalty: 865.463989 Iteration 75Q: 3 clusters Score -478028.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 11989 members Entering Unmasked Estep Score: -478030.406250 Penalty: 865.463989 Iteration 76Q: 3 clusters Score -478030.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 11996 members Entering Unmasked Estep Score: -478030.968750 Penalty: 865.463989 Iteration 77Q: 3 clusters Score -478031 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -478032.968750 Penalty: 865.463989 Iteration 78Q: 3 clusters Score -478033 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -478033.250000 Penalty: 865.463989 Iteration 79Q: 3 clusters Score -478033.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -478034.687500 Penalty: 865.463989 Iteration 80F: 3 clusters Score -478034.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -478036.000000 Penalty: 865.463989 Iteration 81Q: 3 clusters Score -478036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 12037 members Entering Unmasked Estep Score: -478035.656250 Penalty: 865.463989 Iteration 82Q: 3 clusters Score -478035.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -478036.812500 Penalty: 865.463989 Iteration 83Q: 3 clusters Score -478036.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -478036.750000 Penalty: 865.463989 Iteration 84Q: 3 clusters Score -478036.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 12057 members Entering Unmasked Estep Score: -478038.281250 Penalty: 865.463989 Iteration 85Q: 3 clusters Score -478038.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -478039.781250 Penalty: 865.463989 Iteration 86Q: 3 clusters Score -478039.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -478041.000000 Penalty: 865.463989 Iteration 87Q: 3 clusters Score -478041 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 12076 members Entering Unmasked Estep Score: -478040.875000 Penalty: 865.463989 Iteration 88Q: 3 clusters Score -478040.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -478041.312500 Penalty: 865.463989 Iteration 89Q: 3 clusters Score -478041.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -478041.718750 Penalty: 865.463989 Iteration 90Q: 3 clusters Score -478041.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -478043.406250 Penalty: 865.463989 Iteration 91Q: 3 clusters Score -478043.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -478043.093750 Penalty: 865.463989 Iteration 92Q: 3 clusters Score -478043.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -478043.750000 Penalty: 865.463989 Iteration 93Q: 3 clusters Score -478043.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -478043.062500 Penalty: 865.463989 Iteration 94Q: 3 clusters Score -478043.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -478044.656250 Penalty: 865.463989 Iteration 95Q: 3 clusters Score -478044.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -478043.968750 Penalty: 865.463989 Iteration 96Q: 3 clusters Score -478044 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -478044.875000 Penalty: 865.463989 Iteration 97Q: 3 clusters Score -478044.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -478044.281250 Penalty: 865.463989 Iteration 98Q: 3 clusters Score -478044.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -478044.500000 Penalty: 865.463989 Iteration 99Q: 3 clusters Score -478044.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -478044.500000 Penalty: 865.463989 Iteration 100F: 3 clusters Score -478044.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Entering Unmasked Estep Score: -120078.851562 Penalty: 374.382050 Iteration 0F: 2 clusters Score -120078.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -117488.031250 Penalty: 748.764099 Iteration 0F: 3 clusters Score -117488 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -118532.296875 Penalty: 748.764099 Iteration 1F: 3 clusters Score -118532.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -118691.734375 Penalty: 748.764099 Iteration 2F: 3 clusters Score -118691.7 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -118832.734375 Penalty: 748.764099 Iteration 3F: 3 clusters Score -118832.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -118954.203125 Penalty: 748.764099 Iteration 4F: 3 clusters Score -118954.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -119099.773438 Penalty: 748.764099 Iteration 5Q: 3 clusters Score -119099.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -119236.375000 Penalty: 748.764099 Iteration 6Q: 3 clusters Score -119236.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -119311.132812 Penalty: 748.764099 Iteration 7Q: 3 clusters Score -119311.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -119371.984375 Penalty: 748.764099 Iteration 8Q: 3 clusters Score -119372 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -119413.945312 Penalty: 748.764099 Iteration 9Q: 3 clusters Score -119413.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -119449.171875 Penalty: 748.764099 Iteration 10Q: 3 clusters Score -119449.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -119473.218750 Penalty: 748.764099 Iteration 11Q: 3 clusters Score -119473.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -119504.257812 Penalty: 748.764099 Iteration 12Q: 3 clusters Score -119504.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -119541.296875 Penalty: 748.764099 Iteration 13Q: 3 clusters Score -119541.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -119569.015625 Penalty: 748.764099 Iteration 14Q: 3 clusters Score -119569 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -119596.257812 Penalty: 748.764099 Iteration 15Q: 3 clusters Score -119596.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -119624.070312 Penalty: 748.764099 Iteration 16Q: 3 clusters Score -119624.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -119643.015625 Penalty: 748.764099 Iteration 17Q: 3 clusters Score -119643 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -119662.281250 Penalty: 748.764099 Iteration 18Q: 3 clusters Score -119662.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -119685.328125 Penalty: 748.764099 Iteration 19Q: 3 clusters Score -119685.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -119700.546875 Penalty: 748.764099 Iteration 20F: 3 clusters Score -119700.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -119715.109375 Penalty: 748.764099 Iteration 21Q: 3 clusters Score -119715.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -119723.195312 Penalty: 748.764099 Iteration 22Q: 3 clusters Score -119723.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -119727.335938 Penalty: 748.764099 Iteration 23Q: 3 clusters Score -119727.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -119737.289062 Penalty: 748.764099 Iteration 24Q: 3 clusters Score -119737.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -119743.437500 Penalty: 748.764099 Iteration 25Q: 3 clusters Score -119743.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -119749.296875 Penalty: 748.764099 Iteration 26Q: 3 clusters Score -119749.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -119752.539062 Penalty: 748.764099 Iteration 27Q: 3 clusters Score -119752.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -119754.437500 Penalty: 748.764099 Iteration 28Q: 3 clusters Score -119754.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -119755.664062 Penalty: 748.764099 Iteration 29Q: 3 clusters Score -119755.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119756.859375 Penalty: 748.764099 Iteration 30Q: 3 clusters Score -119756.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -119757.070312 Penalty: 748.764099 Iteration 31Q: 3 clusters Score -119757.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -119757.640625 Penalty: 748.764099 Iteration 32Q: 3 clusters Score -119757.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -119758.250000 Penalty: 748.764099 Iteration 33Q: 3 clusters Score -119758.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -119759.148438 Penalty: 748.764099 Iteration 34Q: 3 clusters Score -119759.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -119760.804688 Penalty: 748.764099 Iteration 35Q: 3 clusters Score -119760.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -119762.187500 Penalty: 748.764099 Iteration 36Q: 3 clusters Score -119762.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -119762.906250 Penalty: 748.764099 Iteration 37Q: 3 clusters Score -119762.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -119764.117188 Penalty: 748.764099 Iteration 38Q: 3 clusters Score -119764.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -119765.578125 Penalty: 748.764099 Iteration 39Q: 3 clusters Score -119765.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -119767.265625 Penalty: 748.764099 Iteration 40F: 3 clusters Score -119767.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -119768.406250 Penalty: 748.764099 Iteration 41Q: 3 clusters Score -119768.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -119769.500000 Penalty: 748.764099 Iteration 42Q: 3 clusters Score -119769.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -119770.109375 Penalty: 748.764099 Iteration 43Q: 3 clusters Score -119770.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -119771.109375 Penalty: 748.764099 Iteration 44Q: 3 clusters Score -119771.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119771.992188 Penalty: 748.764099 Iteration 45Q: 3 clusters Score -119772 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119772.984375 Penalty: 748.764099 Iteration 46Q: 3 clusters Score -119773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119773.523438 Penalty: 748.764099 Iteration 47Q: 3 clusters Score -119773.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -119773.703125 Penalty: 748.764099 Iteration 48Q: 3 clusters Score -119773.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -119774.453125 Penalty: 748.764099 Iteration 49Q: 3 clusters Score -119774.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119774.804688 Penalty: 748.764099 Iteration 50Q: 3 clusters Score -119774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -119775.015625 Penalty: 748.764099 Iteration 51Q: 3 clusters Score -119775 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -119775.070312 Penalty: 748.764099 Iteration 52Q: 3 clusters Score -119775.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119775.765625 Penalty: 748.764099 Iteration 53Q: 3 clusters Score -119775.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119775.773438 Penalty: 748.764099 Iteration 54Q: 3 clusters Score -119775.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -119775.773438 Penalty: 748.764099 Iteration 55F: 3 clusters Score -119775.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Entering Unmasked Estep Score: -25837.410156 Penalty: 300.232147 Iteration 0F: 2 clusters Score -25837.41 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 359 members Entering Unmasked Estep Score: -25203.285156 Penalty: 600.464294 Iteration 0F: 3 clusters Score -25203.29 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -25384.068359 Penalty: 600.464294 Iteration 1F: 3 clusters Score -25384.07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -25419.216797 Penalty: 600.464294 Iteration 2F: 3 clusters Score -25419.22 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -25431.242188 Penalty: 600.464294 Iteration 3Q: 3 clusters Score -25431.24 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -25438.373047 Penalty: 600.464294 Iteration 4Q: 3 clusters Score -25438.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -25441.537109 Penalty: 600.464294 Iteration 5Q: 3 clusters Score -25441.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -25446.169922 Penalty: 600.464294 Iteration 6Q: 3 clusters Score -25446.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -25450.800781 Penalty: 600.464294 Iteration 7Q: 3 clusters Score -25450.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -25458.201172 Penalty: 600.464294 Iteration 8Q: 3 clusters Score -25458.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -25463.804688 Penalty: 600.464294 Iteration 9Q: 3 clusters Score -25463.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -25465.605469 Penalty: 600.464294 Iteration 10Q: 3 clusters Score -25465.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -25470.816406 Penalty: 600.464294 Iteration 11Q: 3 clusters Score -25470.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -25472.873047 Penalty: 600.464294 Iteration 12Q: 3 clusters Score -25472.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -25476.119141 Penalty: 600.464294 Iteration 13Q: 3 clusters Score -25476.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -25479.734375 Penalty: 600.464294 Iteration 14Q: 3 clusters Score -25479.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -25483.185547 Penalty: 600.464294 Iteration 15Q: 3 clusters Score -25483.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -25485.847656 Penalty: 600.464294 Iteration 16Q: 3 clusters Score -25485.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -25488.968750 Penalty: 600.464294 Iteration 17Q: 3 clusters Score -25488.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -25493.902344 Penalty: 600.464294 Iteration 18Q: 3 clusters Score -25493.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -25496.933594 Penalty: 600.464294 Iteration 19Q: 3 clusters Score -25496.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -25503.880859 Penalty: 600.464294 Iteration 20F: 3 clusters Score -25503.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25513.658203 Penalty: 600.464294 Iteration 21Q: 3 clusters Score -25513.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -25520.650391 Penalty: 600.464294 Iteration 22Q: 3 clusters Score -25520.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -25525.082031 Penalty: 600.464294 Iteration 23Q: 3 clusters Score -25525.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -25529.681641 Penalty: 600.464294 Iteration 24Q: 3 clusters Score -25529.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -25533.787109 Penalty: 600.464294 Iteration 25Q: 3 clusters Score -25533.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -25538.726562 Penalty: 600.464294 Iteration 26Q: 3 clusters Score -25538.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -25542.603516 Penalty: 600.464294 Iteration 27Q: 3 clusters Score -25542.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -25544.818359 Penalty: 600.464294 Iteration 28Q: 3 clusters Score -25544.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -25546.011719 Penalty: 600.464294 Iteration 29Q: 3 clusters Score -25546.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -25547.164062 Penalty: 600.464294 Iteration 30Q: 3 clusters Score -25547.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -25549.759766 Penalty: 600.464294 Iteration 31Q: 3 clusters Score -25549.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -25551.099609 Penalty: 600.464294 Iteration 32Q: 3 clusters Score -25551.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -25552.484375 Penalty: 600.464294 Iteration 33Q: 3 clusters Score -25552.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -25554.125000 Penalty: 600.464294 Iteration 34Q: 3 clusters Score -25554.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -25554.957031 Penalty: 600.464294 Iteration 35Q: 3 clusters Score -25554.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -25558.171875 Penalty: 600.464294 Iteration 36Q: 3 clusters Score -25558.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -25561.205078 Penalty: 600.464294 Iteration 37Q: 3 clusters Score -25561.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -25565.433594 Penalty: 600.464294 Iteration 38Q: 3 clusters Score -25565.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -25569.607422 Penalty: 600.464294 Iteration 39Q: 3 clusters Score -25569.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -25570.382812 Penalty: 600.464294 Iteration 40F: 3 clusters Score -25570.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -25570.857422 Penalty: 600.464294 Iteration 41Q: 3 clusters Score -25570.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -25571.671875 Penalty: 600.464294 Iteration 42Q: 3 clusters Score -25571.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -25572.222656 Penalty: 600.464294 Iteration 43Q: 3 clusters Score -25572.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -25572.222656 Penalty: 600.464294 Iteration 44F: 3 clusters Score -25572.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Entering Unmasked Estep Score: -382747.593750 Penalty: 422.690002 Iteration 0F: 2 clusters Score -382747.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 5342 members Entering Unmasked Estep Score: -375584.187500 Penalty: 845.380005 Iteration 0F: 3 clusters Score -375584.2 nChanged 5059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -378516.312500 Penalty: 845.380005 Iteration 1F: 3 clusters Score -378516.3 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -378890.125000 Penalty: 845.380005 Iteration 2F: 3 clusters Score -378890.1 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -379355.468750 Penalty: 845.380005 Iteration 3F: 3 clusters Score -379355.5 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -379890.843750 Penalty: 845.380005 Iteration 4F: 3 clusters Score -379890.8 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -380476.843750 Penalty: 845.380005 Iteration 5F: 3 clusters Score -380476.8 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -381046.718750 Penalty: 845.380005 Iteration 6F: 3 clusters Score -381046.7 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -381582.781250 Penalty: 845.380005 Iteration 7Q: 3 clusters Score -381582.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -381875.062500 Penalty: 845.380005 Iteration 8Q: 3 clusters Score -381875.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -382058.968750 Penalty: 845.380005 Iteration 9Q: 3 clusters Score -382059 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9427 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -382188.250000 Penalty: 845.380005 Iteration 10Q: 3 clusters Score -382188.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -382295.187500 Penalty: 845.380005 Iteration 11Q: 3 clusters Score -382295.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -382387.531250 Penalty: 845.380005 Iteration 12Q: 3 clusters Score -382387.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -382476.187500 Penalty: 845.380005 Iteration 13Q: 3 clusters Score -382476.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -382540.718750 Penalty: 845.380005 Iteration 14Q: 3 clusters Score -382540.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -382571.500000 Penalty: 845.380005 Iteration 15Q: 3 clusters Score -382571.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9208 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -382590.062500 Penalty: 845.380005 Iteration 16Q: 3 clusters Score -382590.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9166 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -382603.812500 Penalty: 845.380005 Iteration 17Q: 3 clusters Score -382603.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -382615.812500 Penalty: 845.380005 Iteration 18Q: 3 clusters Score -382615.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -382626.906250 Penalty: 845.380005 Iteration 19Q: 3 clusters Score -382626.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -382635.906250 Penalty: 845.380005 Iteration 20F: 3 clusters Score -382635.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -382643.625000 Penalty: 845.380005 Iteration 21Q: 3 clusters Score -382643.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -382649.093750 Penalty: 845.380005 Iteration 22Q: 3 clusters Score -382649.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -382656.812500 Penalty: 845.380005 Iteration 23Q: 3 clusters Score -382656.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -382661.750000 Penalty: 845.380005 Iteration 24Q: 3 clusters Score -382661.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -382667.750000 Penalty: 845.380005 Iteration 25Q: 3 clusters Score -382667.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -382670.343750 Penalty: 845.380005 Iteration 26Q: 3 clusters Score -382670.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -382673.125000 Penalty: 845.380005 Iteration 27Q: 3 clusters Score -382673.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8831 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -382673.875000 Penalty: 845.380005 Iteration 28Q: 3 clusters Score -382673.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -382674.156250 Penalty: 845.380005 Iteration 29Q: 3 clusters Score -382674.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8811 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -382676.187500 Penalty: 845.380005 Iteration 30Q: 3 clusters Score -382676.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -382675.812500 Penalty: 845.380005 Iteration 31Q: 3 clusters Score -382675.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -382677.468750 Penalty: 845.380005 Iteration 32Q: 3 clusters Score -382677.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -382677.437500 Penalty: 845.380005 Iteration 33Q: 3 clusters Score -382677.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -382677.093750 Penalty: 845.380005 Iteration 34Q: 3 clusters Score -382677.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8790 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -382678.156250 Penalty: 845.380005 Iteration 35Q: 3 clusters Score -382678.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -382678.812500 Penalty: 845.380005 Iteration 36Q: 3 clusters Score -382678.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -382679.343750 Penalty: 845.380005 Iteration 37Q: 3 clusters Score -382679.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -382679.937500 Penalty: 845.380005 Iteration 38Q: 3 clusters Score -382679.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -382679.343750 Penalty: 845.380005 Iteration 39Q: 3 clusters Score -382679.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -382680.093750 Penalty: 845.380005 Iteration 40F: 3 clusters Score -382680.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -382679.625000 Penalty: 845.380005 Iteration 41Q: 3 clusters Score -382679.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8759 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -382681.343750 Penalty: 845.380005 Iteration 42Q: 3 clusters Score -382681.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8756 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -382681.625000 Penalty: 845.380005 Iteration 43Q: 3 clusters Score -382681.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8754 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -382682.625000 Penalty: 845.380005 Iteration 44Q: 3 clusters Score -382682.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -382682.406250 Penalty: 845.380005 Iteration 45Q: 3 clusters Score -382682.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8753 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -382682.406250 Penalty: 845.380005 Iteration 46F: 3 clusters Score -382682.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Entering Unmasked Estep Score: -52313.812500 Penalty: 343.339264 Iteration 0F: 2 clusters Score -52313.81 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 968 members Entering Unmasked Estep Score: -50963.542969 Penalty: 686.678528 Iteration 0F: 3 clusters Score -50963.54 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -51599.863281 Penalty: 686.678528 Iteration 1F: 3 clusters Score -51599.86 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -51748.125000 Penalty: 686.678528 Iteration 2F: 3 clusters Score -51748.12 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -51865.515625 Penalty: 686.678528 Iteration 3F: 3 clusters Score -51865.52 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -51952.953125 Penalty: 686.678528 Iteration 4Q: 3 clusters Score -51952.95 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -52014.929688 Penalty: 686.678528 Iteration 5Q: 3 clusters Score -52014.93 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -52059.046875 Penalty: 686.678528 Iteration 6Q: 3 clusters Score -52059.05 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -52093.066406 Penalty: 686.678528 Iteration 7Q: 3 clusters Score -52093.07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -52122.671875 Penalty: 686.678528 Iteration 8Q: 3 clusters Score -52122.67 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -52146.121094 Penalty: 686.678528 Iteration 9Q: 3 clusters Score -52146.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -52158.535156 Penalty: 686.678528 Iteration 10Q: 3 clusters Score -52158.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -52170.218750 Penalty: 686.678528 Iteration 11Q: 3 clusters Score -52170.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -52179.183594 Penalty: 686.678528 Iteration 12Q: 3 clusters Score -52179.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -52185.394531 Penalty: 686.678528 Iteration 13Q: 3 clusters Score -52185.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -52190.503906 Penalty: 686.678528 Iteration 14Q: 3 clusters Score -52190.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -52193.203125 Penalty: 686.678528 Iteration 15Q: 3 clusters Score -52193.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -52193.714844 Penalty: 686.678528 Iteration 16Q: 3 clusters Score -52193.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -52194.578125 Penalty: 686.678528 Iteration 17Q: 3 clusters Score -52194.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -52195.472656 Penalty: 686.678528 Iteration 18Q: 3 clusters Score -52195.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -52196.359375 Penalty: 686.678528 Iteration 19Q: 3 clusters Score -52196.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -52197.058594 Penalty: 686.678528 Iteration 20F: 3 clusters Score -52197.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -52198.394531 Penalty: 686.678528 Iteration 21Q: 3 clusters Score -52198.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -52198.910156 Penalty: 686.678528 Iteration 22Q: 3 clusters Score -52198.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -52199.125000 Penalty: 686.678528 Iteration 23Q: 3 clusters Score -52199.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -52199.125000 Penalty: 686.678528 Iteration 24F: 3 clusters Score -52199.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Entering Unmasked Estep Score: -263291.343750 Penalty: 403.627960 Iteration 0F: 2 clusters Score -263291.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -258603.515625 Penalty: 807.255920 Iteration 0F: 3 clusters Score -258603.5 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -260372.359375 Penalty: 807.255920 Iteration 1F: 3 clusters Score -260372.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -260547.375000 Penalty: 807.255920 Iteration 2F: 3 clusters Score -260547.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -260733.031250 Penalty: 807.255920 Iteration 3F: 3 clusters Score -260733 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -260962.078125 Penalty: 807.255920 Iteration 4F: 3 clusters Score -260962.1 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -261201.906250 Penalty: 807.255920 Iteration 5F: 3 clusters Score -261201.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -261421.500000 Penalty: 807.255920 Iteration 6F: 3 clusters Score -261421.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -261592.234375 Penalty: 807.255920 Iteration 7F: 3 clusters Score -261592.2 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -261725.312500 Penalty: 807.255920 Iteration 8Q: 3 clusters Score -261725.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -261825.125000 Penalty: 807.255920 Iteration 9Q: 3 clusters Score -261825.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -261909.875000 Penalty: 807.255920 Iteration 10Q: 3 clusters Score -261909.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 4957 members Entering Unmasked Estep Score: -261979.984375 Penalty: 807.255920 Iteration 11Q: 3 clusters Score -261980 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -262045.125000 Penalty: 807.255920 Iteration 12Q: 3 clusters Score -262045.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -262112.000000 Penalty: 807.255920 Iteration 13Q: 3 clusters Score -262112 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -262176.125000 Penalty: 807.255920 Iteration 14Q: 3 clusters Score -262176.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -262244.187500 Penalty: 807.255920 Iteration 15Q: 3 clusters Score -262244.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -262311.156250 Penalty: 807.255920 Iteration 16Q: 3 clusters Score -262311.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -262366.000000 Penalty: 807.255920 Iteration 17Q: 3 clusters Score -262366 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -262400.437500 Penalty: 807.255920 Iteration 18Q: 3 clusters Score -262400.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -262434.625000 Penalty: 807.255920 Iteration 19Q: 3 clusters Score -262434.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -262461.656250 Penalty: 807.255920 Iteration 20F: 3 clusters Score -262461.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -262489.687500 Penalty: 807.255920 Iteration 21Q: 3 clusters Score -262489.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -262517.406250 Penalty: 807.255920 Iteration 22Q: 3 clusters Score -262517.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -262543.406250 Penalty: 807.255920 Iteration 23Q: 3 clusters Score -262543.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -262570.562500 Penalty: 807.255920 Iteration 24Q: 3 clusters Score -262570.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -262599.250000 Penalty: 807.255920 Iteration 25Q: 3 clusters Score -262599.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -262624.468750 Penalty: 807.255920 Iteration 26Q: 3 clusters Score -262624.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -262649.437500 Penalty: 807.255920 Iteration 27Q: 3 clusters Score -262649.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -262682.562500 Penalty: 807.255920 Iteration 28Q: 3 clusters Score -262682.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -262717.437500 Penalty: 807.255920 Iteration 29Q: 3 clusters Score -262717.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -262754.343750 Penalty: 807.255920 Iteration 30Q: 3 clusters Score -262754.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -262796.875000 Penalty: 807.255920 Iteration 31Q: 3 clusters Score -262796.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -262833.781250 Penalty: 807.255920 Iteration 32Q: 3 clusters Score -262833.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -262850.656250 Penalty: 807.255920 Iteration 33Q: 3 clusters Score -262850.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -262868.437500 Penalty: 807.255920 Iteration 34Q: 3 clusters Score -262868.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 6876 members Entering Unmasked Estep Score: -262887.343750 Penalty: 807.255920 Iteration 35Q: 3 clusters Score -262887.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 6897 members Entering Unmasked Estep Score: -262900.343750 Penalty: 807.255920 Iteration 36Q: 3 clusters Score -262900.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -262911.625000 Penalty: 807.255920 Iteration 37Q: 3 clusters Score -262911.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 6928 members Entering Unmasked Estep Score: -262922.187500 Penalty: 807.255920 Iteration 38Q: 3 clusters Score -262922.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -262928.875000 Penalty: 807.255920 Iteration 39Q: 3 clusters Score -262928.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -262939.468750 Penalty: 807.255920 Iteration 40F: 3 clusters Score -262939.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -262944.781250 Penalty: 807.255920 Iteration 41Q: 3 clusters Score -262944.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -262951.500000 Penalty: 807.255920 Iteration 42Q: 3 clusters Score -262951.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -262956.875000 Penalty: 807.255920 Iteration 43Q: 3 clusters Score -262956.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -262961.500000 Penalty: 807.255920 Iteration 44Q: 3 clusters Score -262961.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -262965.031250 Penalty: 807.255920 Iteration 45Q: 3 clusters Score -262965 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -262966.968750 Penalty: 807.255920 Iteration 46Q: 3 clusters Score -262967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -262968.187500 Penalty: 807.255920 Iteration 47Q: 3 clusters Score -262968.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -262968.687500 Penalty: 807.255920 Iteration 48Q: 3 clusters Score -262968.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -262970.531250 Penalty: 807.255920 Iteration 49Q: 3 clusters Score -262970.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -262974.875000 Penalty: 807.255920 Iteration 50Q: 3 clusters Score -262974.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -262976.468750 Penalty: 807.255920 Iteration 51Q: 3 clusters Score -262976.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -262978.968750 Penalty: 807.255920 Iteration 52Q: 3 clusters Score -262979 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -262980.906250 Penalty: 807.255920 Iteration 53Q: 3 clusters Score -262980.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -262982.031250 Penalty: 807.255920 Iteration 54Q: 3 clusters Score -262982 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -262982.031250 Penalty: 807.255920 Iteration 55F: 3 clusters Score -262982 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -36554.363281 Penalty: 317.593445 Iteration 0F: 2 clusters Score -36554.36 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 540 members Entering Unmasked Estep Score: -35706.089844 Penalty: 635.186890 Iteration 0F: 3 clusters Score -35706.09 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -36033.562500 Penalty: 635.186890 Iteration 1F: 3 clusters Score -36033.56 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -36123.691406 Penalty: 635.186890 Iteration 2F: 3 clusters Score -36123.69 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -36173.398438 Penalty: 635.186890 Iteration 3F: 3 clusters Score -36173.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -36208.523438 Penalty: 635.186890 Iteration 4Q: 3 clusters Score -36208.52 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -36228.554688 Penalty: 635.186890 Iteration 5Q: 3 clusters Score -36228.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -36235.230469 Penalty: 635.186890 Iteration 6Q: 3 clusters Score -36235.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -36238.152344 Penalty: 635.186890 Iteration 7Q: 3 clusters Score -36238.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -36241.355469 Penalty: 635.186890 Iteration 8Q: 3 clusters Score -36241.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -36244.320312 Penalty: 635.186890 Iteration 9Q: 3 clusters Score -36244.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -36246.054688 Penalty: 635.186890 Iteration 10Q: 3 clusters Score -36246.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -36247.023438 Penalty: 635.186890 Iteration 11Q: 3 clusters Score -36247.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -36248.937500 Penalty: 635.186890 Iteration 12Q: 3 clusters Score -36248.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -36254.187500 Penalty: 635.186890 Iteration 13Q: 3 clusters Score -36254.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -36257.394531 Penalty: 635.186890 Iteration 14Q: 3 clusters Score -36257.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -36262.246094 Penalty: 635.186890 Iteration 15Q: 3 clusters Score -36262.25 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -36269.460938 Penalty: 635.186890 Iteration 16Q: 3 clusters Score -36269.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -36272.890625 Penalty: 635.186890 Iteration 17Q: 3 clusters Score -36272.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -36277.324219 Penalty: 635.186890 Iteration 18Q: 3 clusters Score -36277.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -36280.945312 Penalty: 635.186890 Iteration 19Q: 3 clusters Score -36280.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -36283.625000 Penalty: 635.186890 Iteration 20F: 3 clusters Score -36283.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -36286.648438 Penalty: 635.186890 Iteration 21Q: 3 clusters Score -36286.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -36288.886719 Penalty: 635.186890 Iteration 22Q: 3 clusters Score -36288.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -36291.027344 Penalty: 635.186890 Iteration 23Q: 3 clusters Score -36291.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -36292.695312 Penalty: 635.186890 Iteration 24Q: 3 clusters Score -36292.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -36293.953125 Penalty: 635.186890 Iteration 25Q: 3 clusters Score -36293.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -36295.203125 Penalty: 635.186890 Iteration 26Q: 3 clusters Score -36295.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -36296.902344 Penalty: 635.186890 Iteration 27Q: 3 clusters Score -36296.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -36298.363281 Penalty: 635.186890 Iteration 28Q: 3 clusters Score -36298.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -36299.277344 Penalty: 635.186890 Iteration 29Q: 3 clusters Score -36299.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -36300.980469 Penalty: 635.186890 Iteration 30Q: 3 clusters Score -36300.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -36302.082031 Penalty: 635.186890 Iteration 31Q: 3 clusters Score -36302.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -36303.601562 Penalty: 635.186890 Iteration 32Q: 3 clusters Score -36303.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -36303.953125 Penalty: 635.186890 Iteration 33Q: 3 clusters Score -36303.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -36303.953125 Penalty: 635.186890 Iteration 34F: 3 clusters Score -36303.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Entering Unmasked Estep Score: -390729.437500 Penalty: 423.058319 Iteration 0F: 2 clusters Score -390729.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -383440.718750 Penalty: 846.116638 Iteration 0F: 3 clusters Score -383440.7 nChanged 5155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -386485.562500 Penalty: 846.116638 Iteration 1F: 3 clusters Score -386485.6 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 7040 members Entering Unmasked Estep Score: -387061.093750 Penalty: 846.116638 Iteration 2F: 3 clusters Score -387061.1 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -387860.406250 Penalty: 846.116638 Iteration 3F: 3 clusters Score -387860.4 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -388595.937500 Penalty: 846.116638 Iteration 4F: 3 clusters Score -388595.9 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -389191.906250 Penalty: 846.116638 Iteration 5F: 3 clusters Score -389191.9 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 9381 members Entering Unmasked Estep Score: -389566.218750 Penalty: 846.116638 Iteration 6Q: 3 clusters Score -389566.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -389801.562500 Penalty: 846.116638 Iteration 7Q: 3 clusters Score -389801.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -389942.625000 Penalty: 846.116638 Iteration 8Q: 3 clusters Score -389942.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -390000.031250 Penalty: 846.116638 Iteration 9Q: 3 clusters Score -390000 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -390041.031250 Penalty: 846.116638 Iteration 10Q: 3 clusters Score -390041 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 10048 members Entering Unmasked Estep Score: -390077.093750 Penalty: 846.116638 Iteration 11Q: 3 clusters Score -390077.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -390106.218750 Penalty: 846.116638 Iteration 12Q: 3 clusters Score -390106.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 10171 members Entering Unmasked Estep Score: -390127.875000 Penalty: 846.116638 Iteration 13Q: 3 clusters Score -390127.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 10217 members Entering Unmasked Estep Score: -390144.937500 Penalty: 846.116638 Iteration 14Q: 3 clusters Score -390144.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -390174.500000 Penalty: 846.116638 Iteration 15Q: 3 clusters Score -390174.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 10323 members Entering Unmasked Estep Score: -390201.062500 Penalty: 846.116638 Iteration 16Q: 3 clusters Score -390201.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -390231.843750 Penalty: 846.116638 Iteration 17Q: 3 clusters Score -390231.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -390257.437500 Penalty: 846.116638 Iteration 18Q: 3 clusters Score -390257.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -390280.906250 Penalty: 846.116638 Iteration 19Q: 3 clusters Score -390280.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -390310.968750 Penalty: 846.116638 Iteration 20F: 3 clusters Score -390311 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -390329.187500 Penalty: 846.116638 Iteration 21Q: 3 clusters Score -390329.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -390339.937500 Penalty: 846.116638 Iteration 22Q: 3 clusters Score -390339.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -390349.343750 Penalty: 846.116638 Iteration 23Q: 3 clusters Score -390349.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -390356.531250 Penalty: 846.116638 Iteration 24Q: 3 clusters Score -390356.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 10576 members Entering Unmasked Estep Score: -390364.625000 Penalty: 846.116638 Iteration 25Q: 3 clusters Score -390364.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -390369.031250 Penalty: 846.116638 Iteration 26Q: 3 clusters Score -390369 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -390371.750000 Penalty: 846.116638 Iteration 27Q: 3 clusters Score -390371.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 10613 members Entering Unmasked Estep Score: -390373.250000 Penalty: 846.116638 Iteration 28Q: 3 clusters Score -390373.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -390374.125000 Penalty: 846.116638 Iteration 29Q: 3 clusters Score -390374.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -390375.281250 Penalty: 846.116638 Iteration 30Q: 3 clusters Score -390375.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 10623 members Entering Unmasked Estep Score: -390375.531250 Penalty: 846.116638 Iteration 31Q: 3 clusters Score -390375.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 10628 members Entering Unmasked Estep Score: -390377.468750 Penalty: 846.116638 Iteration 32Q: 3 clusters Score -390377.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 10630 members Entering Unmasked Estep Score: -390377.718750 Penalty: 846.116638 Iteration 33Q: 3 clusters Score -390377.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 10630 members Entering Unmasked Estep Score: -390377.718750 Penalty: 846.116638 Iteration 34F: 3 clusters Score -390377.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Entering Unmasked Estep Score: -63296.535156 Penalty: 350.936554 Iteration 0F: 2 clusters Score -63296.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -61660.929688 Penalty: 701.873108 Iteration 0F: 3 clusters Score -61660.93 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -62389.066406 Penalty: 701.873108 Iteration 1F: 3 clusters Score -62389.07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -62613.347656 Penalty: 701.873108 Iteration 2F: 3 clusters Score -62613.35 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -62766.085938 Penalty: 701.873108 Iteration 3F: 3 clusters Score -62766.09 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -62868.707031 Penalty: 701.873108 Iteration 4F: 3 clusters Score -62868.71 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -62934.746094 Penalty: 701.873108 Iteration 5Q: 3 clusters Score -62934.75 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -62975.574219 Penalty: 701.873108 Iteration 6Q: 3 clusters Score -62975.57 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -62999.917969 Penalty: 701.873108 Iteration 7Q: 3 clusters Score -62999.92 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -63012.117188 Penalty: 701.873108 Iteration 8Q: 3 clusters Score -63012.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -63022.964844 Penalty: 701.873108 Iteration 9Q: 3 clusters Score -63022.96 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -63028.398438 Penalty: 701.873108 Iteration 10Q: 3 clusters Score -63028.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -63031.042969 Penalty: 701.873108 Iteration 11Q: 3 clusters Score -63031.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -63034.382812 Penalty: 701.873108 Iteration 12Q: 3 clusters Score -63034.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -63036.750000 Penalty: 701.873108 Iteration 13Q: 3 clusters Score -63036.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -63038.140625 Penalty: 701.873108 Iteration 14Q: 3 clusters Score -63038.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -63040.566406 Penalty: 701.873108 Iteration 15Q: 3 clusters Score -63040.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -63044.656250 Penalty: 701.873108 Iteration 16Q: 3 clusters Score -63044.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -63046.570312 Penalty: 701.873108 Iteration 17Q: 3 clusters Score -63046.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -63047.906250 Penalty: 701.873108 Iteration 18Q: 3 clusters Score -63047.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -63050.613281 Penalty: 701.873108 Iteration 19Q: 3 clusters Score -63050.61 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -63054.433594 Penalty: 701.873108 Iteration 20F: 3 clusters Score -63054.43 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -63058.902344 Penalty: 701.873108 Iteration 21Q: 3 clusters Score -63058.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -63061.132812 Penalty: 701.873108 Iteration 22Q: 3 clusters Score -63061.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -63063.453125 Penalty: 701.873108 Iteration 23Q: 3 clusters Score -63063.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -63065.968750 Penalty: 701.873108 Iteration 24Q: 3 clusters Score -63065.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -63070.207031 Penalty: 701.873108 Iteration 25Q: 3 clusters Score -63070.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -63074.765625 Penalty: 701.873108 Iteration 26Q: 3 clusters Score -63074.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -63078.898438 Penalty: 701.873108 Iteration 27Q: 3 clusters Score -63078.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -63081.375000 Penalty: 701.873108 Iteration 28Q: 3 clusters Score -63081.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -63082.851562 Penalty: 701.873108 Iteration 29Q: 3 clusters Score -63082.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -63083.984375 Penalty: 701.873108 Iteration 30Q: 3 clusters Score -63083.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -63085.421875 Penalty: 701.873108 Iteration 31Q: 3 clusters Score -63085.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -63086.460938 Penalty: 701.873108 Iteration 32Q: 3 clusters Score -63086.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -63088.050781 Penalty: 701.873108 Iteration 33Q: 3 clusters Score -63088.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -63089.062500 Penalty: 701.873108 Iteration 34Q: 3 clusters Score -63089.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -63089.449219 Penalty: 701.873108 Iteration 35Q: 3 clusters Score -63089.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -63090.105469 Penalty: 701.873108 Iteration 36Q: 3 clusters Score -63090.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -63090.421875 Penalty: 701.873108 Iteration 37Q: 3 clusters Score -63090.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -63090.527344 Penalty: 701.873108 Iteration 38Q: 3 clusters Score -63090.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -63090.648438 Penalty: 701.873108 Iteration 39Q: 3 clusters Score -63090.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -63090.648438 Penalty: 701.873108 Iteration 40F: 3 clusters Score -63090.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Entering Unmasked Estep Score: -126327.765625 Penalty: 377.865753 Iteration 0F: 2 clusters Score -126327.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -123557.828125 Penalty: 755.731506 Iteration 0F: 3 clusters Score -123557.8 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -124683.703125 Penalty: 755.731506 Iteration 1F: 3 clusters Score -124683.7 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -124984.218750 Penalty: 755.731506 Iteration 2F: 3 clusters Score -124984.2 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -125292.703125 Penalty: 755.731506 Iteration 3F: 3 clusters Score -125292.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -125588.085938 Penalty: 755.731506 Iteration 4F: 3 clusters Score -125588.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -125795.562500 Penalty: 755.731506 Iteration 5F: 3 clusters Score -125795.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -125921.507812 Penalty: 755.731506 Iteration 6Q: 3 clusters Score -125921.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -125983.960938 Penalty: 755.731506 Iteration 7Q: 3 clusters Score -125984 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -126007.812500 Penalty: 755.731506 Iteration 8Q: 3 clusters Score -126007.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 68 members Entering Unmasked Estep Score: -126025.945312 Penalty: 755.731506 Iteration 9Q: 3 clusters Score -126025.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -126033.820312 Penalty: 755.731506 Iteration 10Q: 3 clusters Score -126033.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -126034.476562 Penalty: 755.731506 Iteration 11Q: 3 clusters Score -126034.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -126034.476562 Penalty: 755.731506 Iteration 12F: 3 clusters Score -126034.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (29974 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29974 members Entering Unmasked Estep Score: -1101650.000000 Penalty: 469.017883 Iteration 0F: 2 clusters Score -1101650 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15110 members Mstep: Class 2 contains 14864 members Entering Unmasked Estep Score: -1081735.875000 Penalty: 938.035767 Iteration 0F: 3 clusters Score -1081736 nChanged 14271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18291 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -1091561.750000 Penalty: 938.035767 Iteration 1F: 3 clusters Score -1091562 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20104 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -1093328.875000 Penalty: 938.035767 Iteration 2F: 3 clusters Score -1093329 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21963 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1095071.625000 Penalty: 938.035767 Iteration 3F: 3 clusters Score -1095072 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23716 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1096598.875000 Penalty: 938.035767 Iteration 4F: 3 clusters Score -1096599 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25308 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1097843.875000 Penalty: 938.035767 Iteration 5F: 3 clusters Score -1097844 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26611 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1098830.500000 Penalty: 938.035767 Iteration 6Q: 3 clusters Score -1098830 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27678 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1099651.500000 Penalty: 938.035767 Iteration 7Q: 3 clusters Score -1099652 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28499 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1100257.250000 Penalty: 938.035767 Iteration 8Q: 3 clusters Score -1100257 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29041 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1100630.750000 Penalty: 938.035767 Iteration 9Q: 3 clusters Score -1100631 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29398 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -1100908.000000 Penalty: 938.035767 Iteration 10Q: 3 clusters Score -1100908 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29624 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1101083.125000 Penalty: 938.035767 Iteration 11Q: 3 clusters Score -1101083 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29726 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -1101168.625000 Penalty: 938.035767 Iteration 12Q: 3 clusters Score -1101169 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29770 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -1101215.125000 Penalty: 938.035767 Iteration 13Q: 3 clusters Score -1101215 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29796 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -1101244.750000 Penalty: 938.035767 Iteration 14Q: 3 clusters Score -1101245 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29813 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -1101266.250000 Penalty: 938.035767 Iteration 15Q: 3 clusters Score -1101266 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29814 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1101279.375000 Penalty: 938.035767 Iteration 16Q: 3 clusters Score -1101279 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29817 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -1101294.125000 Penalty: 938.035767 Iteration 17Q: 3 clusters Score -1101294 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29814 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1101306.000000 Penalty: 938.035767 Iteration 18Q: 3 clusters Score -1101306 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29814 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -1101310.875000 Penalty: 938.035767 Iteration 19Q: 3 clusters Score -1101311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29810 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -1101314.375000 Penalty: 938.035767 Iteration 20F: 3 clusters Score -1101314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29808 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -1101315.125000 Penalty: 938.035767 Iteration 21Q: 3 clusters Score -1101315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29807 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -1101316.000000 Penalty: 938.035767 Iteration 22Q: 3 clusters Score -1101316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29806 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1101315.375000 Penalty: 938.035767 Iteration 23Q: 3 clusters Score -1101315 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29806 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -1101315.375000 Penalty: 938.035767 Iteration 24F: 3 clusters Score -1101315 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -26643.519531 Penalty: 307.281433 Iteration 0F: 2 clusters Score -26643.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -25911.638672 Penalty: 614.562866 Iteration 0F: 3 clusters Score -25911.64 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -26165.267578 Penalty: 614.562866 Iteration 1F: 3 clusters Score -26165.27 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26227.298828 Penalty: 614.562866 Iteration 2F: 3 clusters Score -26227.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -26261.947266 Penalty: 614.562866 Iteration 3Q: 3 clusters Score -26261.95 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -26287.974609 Penalty: 614.562866 Iteration 4Q: 3 clusters Score -26287.97 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -26306.291016 Penalty: 614.562866 Iteration 5Q: 3 clusters Score -26306.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -26319.421875 Penalty: 614.562866 Iteration 6Q: 3 clusters Score -26319.42 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -26327.857422 Penalty: 614.562866 Iteration 7Q: 3 clusters Score -26327.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -26336.931641 Penalty: 614.562866 Iteration 8Q: 3 clusters Score -26336.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -26343.859375 Penalty: 614.562866 Iteration 9Q: 3 clusters Score -26343.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -26350.025391 Penalty: 614.562866 Iteration 10Q: 3 clusters Score -26350.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -26354.007812 Penalty: 614.562866 Iteration 11Q: 3 clusters Score -26354.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -26357.849609 Penalty: 614.562866 Iteration 12Q: 3 clusters Score -26357.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -26361.675781 Penalty: 614.562866 Iteration 13Q: 3 clusters Score -26361.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -26363.230469 Penalty: 614.562866 Iteration 14Q: 3 clusters Score -26363.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -26364.759766 Penalty: 614.562866 Iteration 15Q: 3 clusters Score -26364.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -26364.957031 Penalty: 614.562866 Iteration 16Q: 3 clusters Score -26364.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -26365.193359 Penalty: 614.562866 Iteration 17Q: 3 clusters Score -26365.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -26365.798828 Penalty: 614.562866 Iteration 18Q: 3 clusters Score -26365.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -26366.044922 Penalty: 614.562866 Iteration 19Q: 3 clusters Score -26366.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -26366.044922 Penalty: 614.562866 Iteration 20F: 3 clusters Score -26366.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (157 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Entering Unmasked Estep Score: -2975.243408 Penalty: 230.059189 Iteration 0F: 2 clusters Score -2975.243 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -2740.531738 Penalty: 460.118378 Iteration 0F: 3 clusters Score -2740.532 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -2797.327881 Penalty: 460.118378 Iteration 1F: 3 clusters Score -2797.328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -2802.843018 Penalty: 460.118378 Iteration 2Q: 3 clusters Score -2802.843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -2803.692139 Penalty: 460.118378 Iteration 3Q: 3 clusters Score -2803.692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -2804.279053 Penalty: 460.118378 Iteration 4Q: 3 clusters Score -2804.279 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -2804.279053 Penalty: 460.118378 Iteration 5F: 3 clusters Score -2804.279 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -28491.482422 Penalty: 304.995056 Iteration 0F: 2 clusters Score -28491.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -27805.828125 Penalty: 609.990112 Iteration 0F: 3 clusters Score -27805.83 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -27960.921875 Penalty: 609.990112 Iteration 1F: 3 clusters Score -27960.92 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -28006.675781 Penalty: 609.990112 Iteration 2F: 3 clusters Score -28006.68 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -28037.066406 Penalty: 609.990112 Iteration 3Q: 3 clusters Score -28037.07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -28057.958984 Penalty: 609.990112 Iteration 4Q: 3 clusters Score -28057.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -28075.880859 Penalty: 609.990112 Iteration 5Q: 3 clusters Score -28075.88 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -28096.603516 Penalty: 609.990112 Iteration 6Q: 3 clusters Score -28096.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -28107.169922 Penalty: 609.990112 Iteration 7Q: 3 clusters Score -28107.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -28120.431641 Penalty: 609.990112 Iteration 8Q: 3 clusters Score -28120.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -28132.433594 Penalty: 609.990112 Iteration 9Q: 3 clusters Score -28132.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -28143.449219 Penalty: 609.990112 Iteration 10Q: 3 clusters Score -28143.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -28150.662109 Penalty: 609.990112 Iteration 11Q: 3 clusters Score -28150.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -28162.113281 Penalty: 609.990112 Iteration 12Q: 3 clusters Score -28162.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -28169.648438 Penalty: 609.990112 Iteration 13Q: 3 clusters Score -28169.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -28177.949219 Penalty: 609.990112 Iteration 14Q: 3 clusters Score -28177.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28181.371094 Penalty: 609.990112 Iteration 15Q: 3 clusters Score -28181.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -28183.451172 Penalty: 609.990112 Iteration 16Q: 3 clusters Score -28183.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -28186.847656 Penalty: 609.990112 Iteration 17Q: 3 clusters Score -28186.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -28188.912109 Penalty: 609.990112 Iteration 18Q: 3 clusters Score -28188.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -28192.558594 Penalty: 609.990112 Iteration 19Q: 3 clusters Score -28192.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -28197.816406 Penalty: 609.990112 Iteration 20F: 3 clusters Score -28197.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -28198.943359 Penalty: 609.990112 Iteration 21Q: 3 clusters Score -28198.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -28199.667969 Penalty: 609.990112 Iteration 22Q: 3 clusters Score -28199.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -28201.285156 Penalty: 609.990112 Iteration 23Q: 3 clusters Score -28201.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -28206.439453 Penalty: 609.990112 Iteration 24Q: 3 clusters Score -28206.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -28209.982422 Penalty: 609.990112 Iteration 25Q: 3 clusters Score -28209.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -28213.521484 Penalty: 609.990112 Iteration 26Q: 3 clusters Score -28213.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -28217.439453 Penalty: 609.990112 Iteration 27Q: 3 clusters Score -28217.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28219.107422 Penalty: 609.990112 Iteration 28Q: 3 clusters Score -28219.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28221.244141 Penalty: 609.990112 Iteration 29Q: 3 clusters Score -28221.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28222.339844 Penalty: 609.990112 Iteration 30Q: 3 clusters Score -28222.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28222.882812 Penalty: 609.990112 Iteration 31Q: 3 clusters Score -28222.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28222.882812 Penalty: 609.990112 Iteration 32F: 3 clusters Score -28222.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (29983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29983 members Entering Unmasked Estep Score: -1008185.875000 Penalty: 469.031555 Iteration 0F: 2 clusters Score -1008186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15229 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -988181.875000 Penalty: 938.063110 Iteration 0F: 3 clusters Score -988181.9 nChanged 14366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17915 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -997211.437500 Penalty: 938.063110 Iteration 1F: 3 clusters Score -997211.4 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19506 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -998378.875000 Penalty: 938.063110 Iteration 2F: 3 clusters Score -998378.9 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21578 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -1000031.187500 Penalty: 938.063110 Iteration 3F: 3 clusters Score -1000031 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 5939 members Entering Unmasked Estep Score: -1002200.625000 Penalty: 938.063110 Iteration 4F: 3 clusters Score -1002201 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26511 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1004537.250000 Penalty: 938.063110 Iteration 5F: 3 clusters Score -1004537 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28349 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1006288.687500 Penalty: 938.063110 Iteration 6F: 3 clusters Score -1006289 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29371 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1007241.375000 Penalty: 938.063110 Iteration 7Q: 3 clusters Score -1007241 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29766 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -1007593.437500 Penalty: 938.063110 Iteration 8Q: 3 clusters Score -1007593 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29880 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1007702.187500 Penalty: 938.063110 Iteration 9Q: 3 clusters Score -1007702 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29914 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -1007737.687500 Penalty: 938.063110 Iteration 10Q: 3 clusters Score -1007738 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29928 members Mstep: Class 2 contains 55 members Entering Unmasked Estep Score: -1007762.625000 Penalty: 938.063110 Iteration 11Q: 3 clusters Score -1007763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29936 members Mstep: Class 2 contains 47 members Entering Unmasked Estep Score: -1007778.875000 Penalty: 938.063110 Iteration 12Q: 3 clusters Score -1007779 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29939 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -1007787.750000 Penalty: 938.063110 Iteration 13Q: 3 clusters Score -1007788 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29939 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -1007789.250000 Penalty: 938.063110 Iteration 14F: 3 clusters Score -1007789 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29938 members Mstep: Class 2 contains 45 members Entering Unmasked Estep Score: -1007790.687500 Penalty: 938.063110 Iteration 15Q: 3 clusters Score -1007791 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29939 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -1007792.062500 Penalty: 938.063110 Iteration 16Q: 3 clusters Score -1007792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29939 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -1007792.062500 Penalty: 938.063110 Iteration 17F: 3 clusters Score -1007792 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Entering Unmasked Estep Score: -28487.029297 Penalty: 309.761017 Iteration 0F: 2 clusters Score -28487.03 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 463 members Entering Unmasked Estep Score: -27715.281250 Penalty: 619.522034 Iteration 0F: 3 clusters Score -27715.28 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -27911.429688 Penalty: 619.522034 Iteration 1F: 3 clusters Score -27911.43 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -27969.019531 Penalty: 619.522034 Iteration 2F: 3 clusters Score -27969.02 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -28015.191406 Penalty: 619.522034 Iteration 3F: 3 clusters Score -28015.19 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -28053.425781 Penalty: 619.522034 Iteration 4F: 3 clusters Score -28053.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -28069.693359 Penalty: 619.522034 Iteration 5Q: 3 clusters Score -28069.69 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -28087.173828 Penalty: 619.522034 Iteration 6Q: 3 clusters Score -28087.17 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -28101.050781 Penalty: 619.522034 Iteration 7Q: 3 clusters Score -28101.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -28108.849609 Penalty: 619.522034 Iteration 8Q: 3 clusters Score -28108.85 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -28114.589844 Penalty: 619.522034 Iteration 9Q: 3 clusters Score -28114.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -28118.572266 Penalty: 619.522034 Iteration 10Q: 3 clusters Score -28118.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -28120.763672 Penalty: 619.522034 Iteration 11Q: 3 clusters Score -28120.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -28123.904297 Penalty: 619.522034 Iteration 12Q: 3 clusters Score -28123.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -28126.275391 Penalty: 619.522034 Iteration 13Q: 3 clusters Score -28126.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -28130.082031 Penalty: 619.522034 Iteration 14Q: 3 clusters Score -28130.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -28133.304688 Penalty: 619.522034 Iteration 15Q: 3 clusters Score -28133.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -28138.998047 Penalty: 619.522034 Iteration 16Q: 3 clusters Score -28139 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -28143.656250 Penalty: 619.522034 Iteration 17Q: 3 clusters Score -28143.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -28149.511719 Penalty: 619.522034 Iteration 18Q: 3 clusters Score -28149.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -28155.904297 Penalty: 619.522034 Iteration 19Q: 3 clusters Score -28155.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -28158.173828 Penalty: 619.522034 Iteration 20F: 3 clusters Score -28158.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -28158.710938 Penalty: 619.522034 Iteration 21Q: 3 clusters Score -28158.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -28159.511719 Penalty: 619.522034 Iteration 22Q: 3 clusters Score -28159.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -28161.517578 Penalty: 619.522034 Iteration 23Q: 3 clusters Score -28161.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -28162.761719 Penalty: 619.522034 Iteration 24Q: 3 clusters Score -28162.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -28163.673828 Penalty: 619.522034 Iteration 25Q: 3 clusters Score -28163.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -28164.056641 Penalty: 619.522034 Iteration 26Q: 3 clusters Score -28164.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -28164.851562 Penalty: 619.522034 Iteration 27Q: 3 clusters Score -28164.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -28166.951172 Penalty: 619.522034 Iteration 28Q: 3 clusters Score -28166.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -28169.052734 Penalty: 619.522034 Iteration 29Q: 3 clusters Score -28169.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -28170.003906 Penalty: 619.522034 Iteration 30Q: 3 clusters Score -28170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -28170.615234 Penalty: 619.522034 Iteration 31Q: 3 clusters Score -28170.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -28170.615234 Penalty: 619.522034 Iteration 32F: 3 clusters Score -28170.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -68139.523438 Penalty: 344.220032 Iteration 0F: 2 clusters Score -68139.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -66720.492188 Penalty: 688.440063 Iteration 0F: 3 clusters Score -66720.49 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -67158.789062 Penalty: 688.440063 Iteration 1F: 3 clusters Score -67158.79 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -67225.906250 Penalty: 688.440063 Iteration 2F: 3 clusters Score -67225.91 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -67277.765625 Penalty: 688.440063 Iteration 3F: 3 clusters Score -67277.77 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -67328.664062 Penalty: 688.440063 Iteration 4F: 3 clusters Score -67328.66 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -67369.757812 Penalty: 688.440063 Iteration 5Q: 3 clusters Score -67369.76 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -67401.703125 Penalty: 688.440063 Iteration 6Q: 3 clusters Score -67401.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -67447.023438 Penalty: 688.440063 Iteration 7Q: 3 clusters Score -67447.02 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -67500.578125 Penalty: 688.440063 Iteration 8Q: 3 clusters Score -67500.58 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -67536.203125 Penalty: 688.440063 Iteration 9Q: 3 clusters Score -67536.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -67563.507812 Penalty: 688.440063 Iteration 10Q: 3 clusters Score -67563.51 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -67592.187500 Penalty: 688.440063 Iteration 11Q: 3 clusters Score -67592.19 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -67633.085938 Penalty: 688.440063 Iteration 12Q: 3 clusters Score -67633.09 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -67659.187500 Penalty: 688.440063 Iteration 13Q: 3 clusters Score -67659.19 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -67689.562500 Penalty: 688.440063 Iteration 14Q: 3 clusters Score -67689.56 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -67716.406250 Penalty: 688.440063 Iteration 15Q: 3 clusters Score -67716.41 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -67753.054688 Penalty: 688.440063 Iteration 16Q: 3 clusters Score -67753.05 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -67805.937500 Penalty: 688.440063 Iteration 17Q: 3 clusters Score -67805.94 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -67864.179688 Penalty: 688.440063 Iteration 18Q: 3 clusters Score -67864.18 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -67913.351562 Penalty: 688.440063 Iteration 19Q: 3 clusters Score -67913.35 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -67985.789062 Penalty: 688.440063 Iteration 20F: 3 clusters Score -67985.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -68041.585938 Penalty: 688.440063 Iteration 21Q: 3 clusters Score -68041.59 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -68067.875000 Penalty: 688.440063 Iteration 22Q: 3 clusters Score -68067.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -68079.515625 Penalty: 688.440063 Iteration 23Q: 3 clusters Score -68079.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -68087.796875 Penalty: 688.440063 Iteration 24Q: 3 clusters Score -68087.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -68095.390625 Penalty: 688.440063 Iteration 25Q: 3 clusters Score -68095.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -68102.140625 Penalty: 688.440063 Iteration 26Q: 3 clusters Score -68102.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -68109.671875 Penalty: 688.440063 Iteration 27Q: 3 clusters Score -68109.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -68112.039062 Penalty: 688.440063 Iteration 28Q: 3 clusters Score -68112.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -68114.046875 Penalty: 688.440063 Iteration 29Q: 3 clusters Score -68114.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -68114.757812 Penalty: 688.440063 Iteration 30Q: 3 clusters Score -68114.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -68115.171875 Penalty: 688.440063 Iteration 31Q: 3 clusters Score -68115.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -68115.406250 Penalty: 688.440063 Iteration 32Q: 3 clusters Score -68115.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -68115.429688 Penalty: 688.440063 Iteration 33Q: 3 clusters Score -68115.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -68115.429688 Penalty: 688.440063 Iteration 34F: 3 clusters Score -68115.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Entering Unmasked Estep Score: -24204.591797 Penalty: 312.398041 Iteration 0F: 2 clusters Score -24204.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -23394.955078 Penalty: 624.796082 Iteration 0F: 3 clusters Score -23394.96 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -23630.267578 Penalty: 624.796082 Iteration 1F: 3 clusters Score -23630.27 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -23741.685547 Penalty: 624.796082 Iteration 2F: 3 clusters Score -23741.69 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -23814.500000 Penalty: 624.796082 Iteration 3F: 3 clusters Score -23814.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -23856.726562 Penalty: 624.796082 Iteration 4F: 3 clusters Score -23856.73 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -23884.134766 Penalty: 624.796082 Iteration 5Q: 3 clusters Score -23884.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -23911.630859 Penalty: 624.796082 Iteration 6Q: 3 clusters Score -23911.63 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -23940.781250 Penalty: 624.796082 Iteration 7Q: 3 clusters Score -23940.78 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -23978.349609 Penalty: 624.796082 Iteration 8Q: 3 clusters Score -23978.35 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -24004.189453 Penalty: 624.796082 Iteration 9Q: 3 clusters Score -24004.19 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -24019.654297 Penalty: 624.796082 Iteration 10Q: 3 clusters Score -24019.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -24024.128906 Penalty: 624.796082 Iteration 11Q: 3 clusters Score -24024.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -24026.593750 Penalty: 624.796082 Iteration 12Q: 3 clusters Score -24026.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -24029.093750 Penalty: 624.796082 Iteration 13Q: 3 clusters Score -24029.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -24030.761719 Penalty: 624.796082 Iteration 14Q: 3 clusters Score -24030.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -24031.251953 Penalty: 624.796082 Iteration 15Q: 3 clusters Score -24031.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -24031.414062 Penalty: 624.796082 Iteration 16Q: 3 clusters Score -24031.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -24031.414062 Penalty: 624.796082 Iteration 17F: 3 clusters Score -24031.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (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: -38913.472656 Penalty: 322.370422 Iteration 0F: 2 clusters Score -38913.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -37982.910156 Penalty: 644.740845 Iteration 0F: 3 clusters Score -37982.91 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -38269.804688 Penalty: 644.740845 Iteration 1F: 3 clusters Score -38269.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -38352.390625 Penalty: 644.740845 Iteration 2F: 3 clusters Score -38352.39 nChanged 90 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: -38432.746094 Penalty: 644.740845 Iteration 3F: 3 clusters Score -38432.75 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -38493.156250 Penalty: 644.740845 Iteration 4F: 3 clusters Score -38493.16 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -38554.382812 Penalty: 644.740845 Iteration 5F: 3 clusters Score -38554.38 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -38588.195312 Penalty: 644.740845 Iteration 6Q: 3 clusters Score -38588.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -38599.609375 Penalty: 644.740845 Iteration 7Q: 3 clusters Score -38599.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -38608.652344 Penalty: 644.740845 Iteration 8Q: 3 clusters Score -38608.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -38612.503906 Penalty: 644.740845 Iteration 9Q: 3 clusters Score -38612.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -38614.253906 Penalty: 644.740845 Iteration 10Q: 3 clusters Score -38614.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -38615.132812 Penalty: 644.740845 Iteration 11Q: 3 clusters Score -38615.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -38615.570312 Penalty: 644.740845 Iteration 12Q: 3 clusters Score -38615.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -38615.570312 Penalty: 644.740845 Iteration 13F: 3 clusters Score -38615.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Entering Unmasked Estep Score: -91831.218750 Penalty: 356.608734 Iteration 0F: 2 clusters Score -91831.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -90072.312500 Penalty: 713.217468 Iteration 0F: 3 clusters Score -90072.31 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -90687.242188 Penalty: 713.217468 Iteration 1F: 3 clusters Score -90687.24 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -90770.718750 Penalty: 713.217468 Iteration 2F: 3 clusters Score -90770.72 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -90858.695312 Penalty: 713.217468 Iteration 3F: 3 clusters Score -90858.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -90931.843750 Penalty: 713.217468 Iteration 4F: 3 clusters Score -90931.84 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -90997.312500 Penalty: 713.217468 Iteration 5Q: 3 clusters Score -90997.31 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -91083.296875 Penalty: 713.217468 Iteration 6F: 3 clusters Score -91083.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -91167.515625 Penalty: 713.217468 Iteration 7Q: 3 clusters Score -91167.52 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -91257.656250 Penalty: 713.217468 Iteration 8Q: 3 clusters Score -91257.66 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -91339.062500 Penalty: 713.217468 Iteration 9Q: 3 clusters Score -91339.06 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -91398.132812 Penalty: 713.217468 Iteration 10Q: 3 clusters Score -91398.13 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -91432.578125 Penalty: 713.217468 Iteration 11Q: 3 clusters Score -91432.58 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -91455.351562 Penalty: 713.217468 Iteration 12Q: 3 clusters Score -91455.35 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -91482.218750 Penalty: 713.217468 Iteration 13Q: 3 clusters Score -91482.22 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -91491.773438 Penalty: 713.217468 Iteration 14Q: 3 clusters Score -91491.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -91496.281250 Penalty: 713.217468 Iteration 15Q: 3 clusters Score -91496.28 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -91499.554688 Penalty: 713.217468 Iteration 16Q: 3 clusters Score -91499.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -91501.421875 Penalty: 713.217468 Iteration 17Q: 3 clusters Score -91501.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -91503.070312 Penalty: 713.217468 Iteration 18Q: 3 clusters Score -91503.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -91503.070312 Penalty: 713.217468 Iteration 19F: 3 clusters Score -91503.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Entering Unmasked Estep Score: -140591.968750 Penalty: 378.157440 Iteration 0F: 2 clusters Score -140592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -137795.500000 Penalty: 756.314880 Iteration 0F: 3 clusters Score -137795.5 nChanged 1855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -138997.875000 Penalty: 756.314880 Iteration 1F: 3 clusters Score -138997.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -139179.984375 Penalty: 756.314880 Iteration 2F: 3 clusters Score -139180 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -139349.093750 Penalty: 756.314880 Iteration 3F: 3 clusters Score -139349.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -139479.500000 Penalty: 756.314880 Iteration 4F: 3 clusters Score -139479.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -139575.515625 Penalty: 756.314880 Iteration 5Q: 3 clusters Score -139575.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -139663.171875 Penalty: 756.314880 Iteration 6Q: 3 clusters Score -139663.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -139758.937500 Penalty: 756.314880 Iteration 7Q: 3 clusters Score -139758.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -139846.140625 Penalty: 756.314880 Iteration 8Q: 3 clusters Score -139846.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -139889.890625 Penalty: 756.314880 Iteration 9Q: 3 clusters Score -139889.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -139930.500000 Penalty: 756.314880 Iteration 10Q: 3 clusters Score -139930.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -139959.265625 Penalty: 756.314880 Iteration 11Q: 3 clusters Score -139959.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -139980.687500 Penalty: 756.314880 Iteration 12Q: 3 clusters Score -139980.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -140003.328125 Penalty: 756.314880 Iteration 13Q: 3 clusters Score -140003.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -140024.250000 Penalty: 756.314880 Iteration 14Q: 3 clusters Score -140024.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -140043.125000 Penalty: 756.314880 Iteration 15Q: 3 clusters Score -140043.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -140058.328125 Penalty: 756.314880 Iteration 16Q: 3 clusters Score -140058.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -140072.609375 Penalty: 756.314880 Iteration 17Q: 3 clusters Score -140072.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -140081.640625 Penalty: 756.314880 Iteration 18Q: 3 clusters Score -140081.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -140092.953125 Penalty: 756.314880 Iteration 19Q: 3 clusters Score -140093 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -140104.031250 Penalty: 756.314880 Iteration 20F: 3 clusters Score -140104 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -140114.984375 Penalty: 756.314880 Iteration 21Q: 3 clusters Score -140115 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -140125.234375 Penalty: 756.314880 Iteration 22Q: 3 clusters Score -140125.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -140135.890625 Penalty: 756.314880 Iteration 23Q: 3 clusters Score -140135.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -140143.453125 Penalty: 756.314880 Iteration 24Q: 3 clusters Score -140143.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -140149.046875 Penalty: 756.314880 Iteration 25Q: 3 clusters Score -140149 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -140154.625000 Penalty: 756.314880 Iteration 26Q: 3 clusters Score -140154.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -140159.500000 Penalty: 756.314880 Iteration 27Q: 3 clusters Score -140159.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -140165.000000 Penalty: 756.314880 Iteration 28Q: 3 clusters Score -140165 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -140170.718750 Penalty: 756.314880 Iteration 29Q: 3 clusters Score -140170.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -140173.781250 Penalty: 756.314880 Iteration 30Q: 3 clusters Score -140173.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -140176.890625 Penalty: 756.314880 Iteration 31Q: 3 clusters Score -140176.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -140180.234375 Penalty: 756.314880 Iteration 32Q: 3 clusters Score -140180.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -140185.531250 Penalty: 756.314880 Iteration 33Q: 3 clusters Score -140185.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -140189.437500 Penalty: 756.314880 Iteration 34Q: 3 clusters Score -140189.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -140192.078125 Penalty: 756.314880 Iteration 35Q: 3 clusters Score -140192.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -140193.265625 Penalty: 756.314880 Iteration 36Q: 3 clusters Score -140193.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -140195.890625 Penalty: 756.314880 Iteration 37Q: 3 clusters Score -140195.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -140197.921875 Penalty: 756.314880 Iteration 38Q: 3 clusters Score -140197.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -140200.250000 Penalty: 756.314880 Iteration 39Q: 3 clusters Score -140200.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -140202.281250 Penalty: 756.314880 Iteration 40F: 3 clusters Score -140202.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -140204.312500 Penalty: 756.314880 Iteration 41Q: 3 clusters Score -140204.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -140206.718750 Penalty: 756.314880 Iteration 42Q: 3 clusters Score -140206.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -140210.296875 Penalty: 756.314880 Iteration 43Q: 3 clusters Score -140210.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -140216.578125 Penalty: 756.314880 Iteration 44Q: 3 clusters Score -140216.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -140222.968750 Penalty: 756.314880 Iteration 45Q: 3 clusters Score -140223 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -140227.937500 Penalty: 756.314880 Iteration 46Q: 3 clusters Score -140227.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -140235.578125 Penalty: 756.314880 Iteration 47Q: 3 clusters Score -140235.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -140244.812500 Penalty: 756.314880 Iteration 48Q: 3 clusters Score -140244.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -140255.562500 Penalty: 756.314880 Iteration 49Q: 3 clusters Score -140255.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -140263.031250 Penalty: 756.314880 Iteration 50Q: 3 clusters Score -140263 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -140268.000000 Penalty: 756.314880 Iteration 51Q: 3 clusters Score -140268 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -140272.796875 Penalty: 756.314880 Iteration 52Q: 3 clusters Score -140272.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -140276.875000 Penalty: 756.314880 Iteration 53Q: 3 clusters Score -140276.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -140279.906250 Penalty: 756.314880 Iteration 54Q: 3 clusters Score -140279.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -140282.187500 Penalty: 756.314880 Iteration 55Q: 3 clusters Score -140282.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -140285.140625 Penalty: 756.314880 Iteration 56Q: 3 clusters Score -140285.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -140285.984375 Penalty: 756.314880 Iteration 57Q: 3 clusters Score -140286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -140286.437500 Penalty: 756.314880 Iteration 58Q: 3 clusters Score -140286.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -140287.281250 Penalty: 756.314880 Iteration 59Q: 3 clusters Score -140287.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -140289.031250 Penalty: 756.314880 Iteration 60F: 3 clusters Score -140289 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (14502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Entering Unmasked Estep Score: -491379.125000 Penalty: 435.982910 Iteration 0F: 2 clusters Score -491379.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7231 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -481732.281250 Penalty: 871.965820 Iteration 0F: 3 clusters Score -481732.3 nChanged 6783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -485383.812500 Penalty: 871.965820 Iteration 1F: 3 clusters Score -485383.8 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -485612.468750 Penalty: 871.965820 Iteration 2Q: 3 clusters Score -485612.5 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -485879.250000 Penalty: 871.965820 Iteration 3Q: 3 clusters Score -485879.2 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -486240.343750 Penalty: 871.965820 Iteration 4F: 3 clusters Score -486240.3 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8174 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -486679.781250 Penalty: 871.965820 Iteration 5F: 3 clusters Score -486679.8 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -487164.500000 Penalty: 871.965820 Iteration 6F: 3 clusters Score -487164.5 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -487676.187500 Penalty: 871.965820 Iteration 7F: 3 clusters Score -487676.2 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -488242.312500 Penalty: 871.965820 Iteration 8F: 3 clusters Score -488242.3 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -488816.406250 Penalty: 871.965820 Iteration 9Q: 3 clusters Score -488816.4 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10502 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -489290.500000 Penalty: 871.965820 Iteration 10Q: 3 clusters Score -489290.5 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -489663.218750 Penalty: 871.965820 Iteration 11Q: 3 clusters Score -489663.2 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11157 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -489928.343750 Penalty: 871.965820 Iteration 12Q: 3 clusters Score -489928.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11436 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -490097.593750 Penalty: 871.965820 Iteration 13Q: 3 clusters Score -490097.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11716 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -490244.312500 Penalty: 871.965820 Iteration 14Q: 3 clusters Score -490244.3 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11995 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -490386.656250 Penalty: 871.965820 Iteration 15Q: 3 clusters Score -490386.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -490515.250000 Penalty: 871.965820 Iteration 16Q: 3 clusters Score -490515.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12450 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -490620.531250 Penalty: 871.965820 Iteration 17Q: 3 clusters Score -490620.5 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12626 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -490706.718750 Penalty: 871.965820 Iteration 18Q: 3 clusters Score -490706.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -490788.812500 Penalty: 871.965820 Iteration 19Q: 3 clusters Score -490788.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -490856.000000 Penalty: 871.965820 Iteration 20F: 3 clusters Score -490856 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -490908.031250 Penalty: 871.965820 Iteration 21Q: 3 clusters Score -490908 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13178 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -490951.468750 Penalty: 871.965820 Iteration 22Q: 3 clusters Score -490951.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13279 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -490987.593750 Penalty: 871.965820 Iteration 23Q: 3 clusters Score -490987.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13377 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -491022.656250 Penalty: 871.965820 Iteration 24Q: 3 clusters Score -491022.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -491056.375000 Penalty: 871.965820 Iteration 25Q: 3 clusters Score -491056.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13545 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -491074.343750 Penalty: 871.965820 Iteration 26Q: 3 clusters Score -491074.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13596 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -491085.812500 Penalty: 871.965820 Iteration 27Q: 3 clusters Score -491085.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13641 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -491095.281250 Penalty: 871.965820 Iteration 28Q: 3 clusters Score -491095.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -491104.750000 Penalty: 871.965820 Iteration 29Q: 3 clusters Score -491104.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13715 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -491111.781250 Penalty: 871.965820 Iteration 30Q: 3 clusters Score -491111.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13749 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -491121.406250 Penalty: 871.965820 Iteration 31Q: 3 clusters Score -491121.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -491127.593750 Penalty: 871.965820 Iteration 32Q: 3 clusters Score -491127.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13801 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -491131.343750 Penalty: 871.965820 Iteration 33Q: 3 clusters Score -491131.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13823 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -491134.687500 Penalty: 871.965820 Iteration 34Q: 3 clusters Score -491134.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -491136.000000 Penalty: 871.965820 Iteration 35Q: 3 clusters Score -491136 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13848 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -491138.343750 Penalty: 871.965820 Iteration 36Q: 3 clusters Score -491138.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13859 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -491140.593750 Penalty: 871.965820 Iteration 37Q: 3 clusters Score -491140.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13866 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -491140.656250 Penalty: 871.965820 Iteration 38Q: 3 clusters Score -491140.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13872 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -491143.593750 Penalty: 871.965820 Iteration 39Q: 3 clusters Score -491143.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -491147.843750 Penalty: 871.965820 Iteration 40F: 3 clusters Score -491147.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13893 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -491149.375000 Penalty: 871.965820 Iteration 41Q: 3 clusters Score -491149.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13905 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -491154.468750 Penalty: 871.965820 Iteration 42Q: 3 clusters Score -491154.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -491158.843750 Penalty: 871.965820 Iteration 43Q: 3 clusters Score -491158.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13934 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -491163.656250 Penalty: 871.965820 Iteration 44Q: 3 clusters Score -491163.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13953 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -491169.125000 Penalty: 871.965820 Iteration 45Q: 3 clusters Score -491169.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -491172.031250 Penalty: 871.965820 Iteration 46Q: 3 clusters Score -491172 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -491174.500000 Penalty: 871.965820 Iteration 47Q: 3 clusters Score -491174.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -491176.437500 Penalty: 871.965820 Iteration 48Q: 3 clusters Score -491176.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14001 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -491182.593750 Penalty: 871.965820 Iteration 49Q: 3 clusters Score -491182.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14018 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -491187.218750 Penalty: 871.965820 Iteration 50Q: 3 clusters Score -491187.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14030 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -491190.812500 Penalty: 871.965820 Iteration 51Q: 3 clusters Score -491190.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -491193.281250 Penalty: 871.965820 Iteration 52Q: 3 clusters Score -491193.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14045 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -491193.750000 Penalty: 871.965820 Iteration 53Q: 3 clusters Score -491193.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -491194.593750 Penalty: 871.965820 Iteration 54Q: 3 clusters Score -491194.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -491197.406250 Penalty: 871.965820 Iteration 55Q: 3 clusters Score -491197.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14066 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -491199.781250 Penalty: 871.965820 Iteration 56Q: 3 clusters Score -491199.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14076 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -491202.187500 Penalty: 871.965820 Iteration 57Q: 3 clusters Score -491202.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -491204.437500 Penalty: 871.965820 Iteration 58Q: 3 clusters Score -491204.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14089 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -491205.593750 Penalty: 871.965820 Iteration 59Q: 3 clusters Score -491205.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14093 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -491205.468750 Penalty: 871.965820 Iteration 60F: 3 clusters Score -491205.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14095 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -491205.750000 Penalty: 871.965820 Iteration 61Q: 3 clusters Score -491205.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -491205.968750 Penalty: 871.965820 Iteration 62Q: 3 clusters Score -491206 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -491205.968750 Penalty: 871.965820 Iteration 63F: 3 clusters Score -491206 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Entering Unmasked Estep Score: -12964.722656 Penalty: 277.462372 Iteration 0F: 2 clusters Score -12964.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -12523.184570 Penalty: 554.924744 Iteration 0F: 3 clusters Score -12523.18 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -12670.418945 Penalty: 554.924744 Iteration 1F: 3 clusters Score -12670.42 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12708.678711 Penalty: 554.924744 Iteration 2F: 3 clusters Score -12708.68 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -12732.296875 Penalty: 554.924744 Iteration 3F: 3 clusters Score -12732.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -12749.139648 Penalty: 554.924744 Iteration 4Q: 3 clusters Score -12749.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -12763.884766 Penalty: 554.924744 Iteration 5Q: 3 clusters Score -12763.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -12773.887695 Penalty: 554.924744 Iteration 6Q: 3 clusters Score -12773.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -12787.460938 Penalty: 554.924744 Iteration 7Q: 3 clusters Score -12787.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -12796.521484 Penalty: 554.924744 Iteration 8Q: 3 clusters Score -12796.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12803.341797 Penalty: 554.924744 Iteration 9Q: 3 clusters Score -12803.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -12808.196289 Penalty: 554.924744 Iteration 10Q: 3 clusters Score -12808.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -12811.392578 Penalty: 554.924744 Iteration 11Q: 3 clusters Score -12811.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12814.354492 Penalty: 554.924744 Iteration 12Q: 3 clusters Score -12814.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -12814.637695 Penalty: 554.924744 Iteration 13Q: 3 clusters Score -12814.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12815.482422 Penalty: 554.924744 Iteration 14Q: 3 clusters Score -12815.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -12817.627930 Penalty: 554.924744 Iteration 15Q: 3 clusters Score -12817.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -12818.175781 Penalty: 554.924744 Iteration 16Q: 3 clusters Score -12818.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -12818.495117 Penalty: 554.924744 Iteration 17Q: 3 clusters Score -12818.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12818.763672 Penalty: 554.924744 Iteration 18Q: 3 clusters Score -12818.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -12818.763672 Penalty: 554.924744 Iteration 19F: 3 clusters Score -12818.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -11059.711914 Penalty: 274.286652 Iteration 0F: 2 clusters Score -11059.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -10613.473633 Penalty: 548.573303 Iteration 0F: 3 clusters Score -10613.47 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -10732.479492 Penalty: 548.573303 Iteration 1F: 3 clusters Score -10732.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -10760.457031 Penalty: 548.573303 Iteration 2F: 3 clusters Score -10760.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -10770.371094 Penalty: 548.573303 Iteration 3Q: 3 clusters Score -10770.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -10780.924805 Penalty: 548.573303 Iteration 4Q: 3 clusters Score -10780.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -10788.745117 Penalty: 548.573303 Iteration 5Q: 3 clusters Score -10788.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -10791.007812 Penalty: 548.573303 Iteration 6Q: 3 clusters Score -10791.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -10792.559570 Penalty: 548.573303 Iteration 7Q: 3 clusters Score -10792.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -10793.532227 Penalty: 548.573303 Iteration 8Q: 3 clusters Score -10793.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -10795.214844 Penalty: 548.573303 Iteration 9Q: 3 clusters Score -10795.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -10796.085938 Penalty: 548.573303 Iteration 10Q: 3 clusters Score -10796.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -10796.085938 Penalty: 548.573303 Iteration 11F: 3 clusters Score -10796.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 6110 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3745 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1893 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10916 members Mstep: Class 12 contains 2237 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29983 members Mstep: Class 19 contains 905 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 959 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2534 members Mstep: Class 24 contains 4069 members Mstep: Class 25 contains 14502 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 415 members Entering Unmasked Estep ConsiderDeletion Score: -4958927.000000 Penalty: 14685.705078 Iteration 159Q: 28 clusters Score -4958927 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 6111 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3745 members Mstep: Class 6 contains 734 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10918 members Mstep: Class 12 contains 2232 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29980 members Mstep: Class 19 contains 904 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 962 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2534 members Mstep: Class 24 contains 4065 members Mstep: Class 25 contains 14502 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 415 members Entering Unmasked Estep ConsiderDeletion Score: -4958946.500000 Penalty: 14685.705078 Iteration 160F: 28 clusters Score -4958946 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13507 members Mstep: Class 5 contains 3746 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10918 members Mstep: Class 12 contains 2224 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29973 members Mstep: Class 19 contains 916 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 963 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2534 members Mstep: Class 24 contains 4062 members Mstep: Class 25 contains 14501 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 413 members Entering Unmasked Estep ConsiderDeletion Score: -4958955.500000 Penalty: 14685.705078 Iteration 161Q: 28 clusters Score -4958956 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13505 members Mstep: Class 5 contains 3746 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10830 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10918 members Mstep: Class 12 contains 2222 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29970 members Mstep: Class 19 contains 925 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 961 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2534 members Mstep: Class 24 contains 4060 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958964.500000 Penalty: 14685.705078 Iteration 162Q: 28 clusters Score -4958964 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3746 members Mstep: Class 6 contains 733 members Mstep: Class 7 contains 10830 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10923 members Mstep: Class 12 contains 2220 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29968 members Mstep: Class 19 contains 930 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 962 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2532 members Mstep: Class 24 contains 4058 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958967.500000 Penalty: 14685.705078 Iteration 163Q: 28 clusters Score -4958968 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6111 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13497 members Mstep: Class 5 contains 3745 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10925 members Mstep: Class 12 contains 2217 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29969 members Mstep: Class 19 contains 938 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 960 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2533 members Mstep: Class 24 contains 4057 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958961.500000 Penalty: 14685.705078 Iteration 164Q: 28 clusters Score -4958962 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6111 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13495 members Mstep: Class 5 contains 3742 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10925 members Mstep: Class 12 contains 2214 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29970 members Mstep: Class 19 contains 943 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 960 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2533 members Mstep: Class 24 contains 4056 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.500000 Penalty: 14685.705078 Iteration 165Q: 28 clusters Score -4958964 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6110 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13496 members Mstep: Class 5 contains 3740 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10924 members Mstep: Class 12 contains 2209 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 857 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29973 members Mstep: Class 19 contains 950 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 961 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2531 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958968.000000 Penalty: 14685.705078 Iteration 166Q: 28 clusters Score -4958968 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6110 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13501 members Mstep: Class 5 contains 3740 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10925 members Mstep: Class 12 contains 2205 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29972 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29975 members Mstep: Class 19 contains 950 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 960 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2530 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.500000 Penalty: 14685.705078 Iteration 167Q: 28 clusters Score -4958964 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6108 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3739 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10926 members Mstep: Class 12 contains 2201 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29975 members Mstep: Class 19 contains 952 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 960 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2532 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958966.000000 Penalty: 14685.705078 Iteration 168Q: 28 clusters Score -4958966 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3739 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10929 members Mstep: Class 12 contains 2196 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 157 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29974 members Mstep: Class 19 contains 956 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 959 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2533 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958960.000000 Penalty: 14685.705078 Iteration 169Q: 28 clusters Score -4958960 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3739 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10932 members Mstep: Class 12 contains 2193 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29968 members Mstep: Class 19 contains 960 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 959 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2533 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958962.000000 Penalty: 14685.705078 Iteration 170Q: 28 clusters Score -4958962 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29964 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2535 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958955.500000 Penalty: 14685.705078 Iteration 171Q: 28 clusters Score -4958956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10934 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29960 members Mstep: Class 19 contains 961 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958959.000000 Penalty: 14685.705078 Iteration 172Q: 28 clusters Score -4958959 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10934 members Mstep: Class 12 contains 2195 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29957 members Mstep: Class 19 contains 964 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2539 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958959.500000 Penalty: 14685.705078 Iteration 173Q: 28 clusters Score -4958960 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6106 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10934 members Mstep: Class 12 contains 2194 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29953 members Mstep: Class 19 contains 967 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2541 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958960.000000 Penalty: 14685.705078 Iteration 174Q: 28 clusters Score -4958960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10830 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10934 members Mstep: Class 12 contains 2192 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29952 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2543 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.500000 Penalty: 14685.705078 Iteration 175Q: 28 clusters Score -4958964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2191 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29954 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2544 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958967.000000 Penalty: 14685.705078 Iteration 176Q: 28 clusters Score -4958967 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2191 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29954 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2545 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958968.000000 Penalty: 14685.705078 Iteration 177Q: 28 clusters Score -4958968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10826 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2191 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29954 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2546 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958964.000000 Penalty: 14685.705078 Iteration 178Q: 28 clusters Score -4958964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10826 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2190 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29953 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2548 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.000000 Penalty: 14685.705078 Iteration 179Q: 28 clusters Score -4958963 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3738 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10826 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2189 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29951 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2551 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.500000 Penalty: 14685.705078 Iteration 180F: 28 clusters Score -4958964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2188 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29950 members Mstep: Class 19 contains 968 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958964.000000 Penalty: 14685.705078 Iteration 181Q: 28 clusters Score -4958964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2186 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29950 members Mstep: Class 19 contains 970 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958964.500000 Penalty: 14685.705078 Iteration 182Q: 28 clusters Score -4958964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13505 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10933 members Mstep: Class 12 contains 2184 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29950 members Mstep: Class 19 contains 971 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958967.000000 Penalty: 14685.705078 Iteration 183Q: 28 clusters Score -4958967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13506 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10932 members Mstep: Class 12 contains 2183 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29950 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958964.000000 Penalty: 14685.705078 Iteration 184Q: 28 clusters Score -4958964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13506 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2182 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29951 members Mstep: Class 19 contains 972 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958965.000000 Penalty: 14685.705078 Iteration 185Q: 28 clusters Score -4958965 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13506 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 856 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29951 members Mstep: Class 19 contains 974 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.500000 Penalty: 14685.705078 Iteration 186Q: 28 clusters Score -4958964 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6107 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13506 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2180 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 855 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29952 members Mstep: Class 19 contains 975 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958966.500000 Penalty: 14685.705078 Iteration 187Q: 28 clusters Score -4958966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6108 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13508 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2177 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 854 members Mstep: Class 16 contains 158 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29952 members Mstep: Class 19 contains 975 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2552 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958972.000000 Penalty: 14685.705078 Iteration 188Q: 28 clusters Score -4958972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6109 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13508 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2175 members Mstep: Class 13 contains 4042 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 853 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29952 members Mstep: Class 19 contains 977 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 958 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2551 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958978.000000 Penalty: 14685.705078 Iteration 189Q: 28 clusters Score -4958978 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6110 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13508 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10827 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2177 members Mstep: Class 13 contains 4041 members Mstep: Class 14 contains 29975 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29952 members Mstep: Class 19 contains 980 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2551 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958970.000000 Penalty: 14685.705078 Iteration 190Q: 28 clusters Score -4958970 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6111 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13509 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2178 members Mstep: Class 13 contains 4040 members Mstep: Class 14 contains 29974 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29952 members Mstep: Class 19 contains 981 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2548 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958964.000000 Penalty: 14685.705078 Iteration 191Q: 28 clusters Score -4958964 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13509 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2177 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29953 members Mstep: Class 19 contains 985 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2545 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958966.000000 Penalty: 14685.705078 Iteration 192Q: 28 clusters Score -4958966 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6113 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13510 members Mstep: Class 5 contains 3737 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10828 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2173 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29954 members Mstep: Class 19 contains 991 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 956 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2541 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958973.000000 Penalty: 14685.705078 Iteration 193Q: 28 clusters Score -4958973 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13508 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10829 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2170 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29957 members Mstep: Class 19 contains 993 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2541 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958971.500000 Penalty: 14685.705078 Iteration 194Q: 28 clusters Score -4958972 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13505 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10830 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2170 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 812 members Mstep: Class 18 contains 29958 members Mstep: Class 19 contains 996 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2541 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 412 members Entering Unmasked Estep ConsiderDeletion Score: -4958971.500000 Penalty: 14685.705078 Iteration 195Q: 28 clusters Score -4958972 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10830 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2168 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 159 members Mstep: Class 17 contains 812 members Mstep: Class 18 contains 29959 members Mstep: Class 19 contains 1001 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2539 members Mstep: Class 24 contains 4055 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 411 members Entering Unmasked Estep ConsiderDeletion Score: -4958973.000000 Penalty: 14685.705078 Iteration 196Q: 28 clusters Score -4958973 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10831 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2166 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29973 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 813 members Mstep: Class 18 contains 29961 members Mstep: Class 19 contains 1002 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2538 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -4958957.000000 Penalty: 14685.705078 Iteration 197Q: 28 clusters Score -4958957 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2167 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29972 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29962 members Mstep: Class 19 contains 1001 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -4958958.000000 Penalty: 14685.705078 Iteration 198Q: 28 clusters Score -4958958 nChanged 4 Entering ConstructFrom: Score: -4958958.000000 Penalty: 14685.705078 Entering ConstructFrom: Trying to split cluster 1 (2193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Entering Unmasked Estep Score: -74145.421875 Penalty: 350.032654 Iteration 0F: 2 clusters Score -74145.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -72571.398438 Penalty: 700.065308 Iteration 0F: 3 clusters Score -72571.4 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -73047.140625 Penalty: 700.065308 Iteration 1F: 3 clusters Score -73047.14 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -73125.492188 Penalty: 700.065308 Iteration 2F: 3 clusters Score -73125.49 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -73202.304688 Penalty: 700.065308 Iteration 3F: 3 clusters Score -73202.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -73282.515625 Penalty: 700.065308 Iteration 4F: 3 clusters Score -73282.52 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -73370.640625 Penalty: 700.065308 Iteration 5Q: 3 clusters Score -73370.64 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -73443.390625 Penalty: 700.065308 Iteration 6F: 3 clusters Score -73443.39 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -73509.640625 Penalty: 700.065308 Iteration 7Q: 3 clusters Score -73509.64 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -73556.359375 Penalty: 700.065308 Iteration 8Q: 3 clusters Score -73556.36 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -73587.546875 Penalty: 700.065308 Iteration 9Q: 3 clusters Score -73587.55 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -73613.796875 Penalty: 700.065308 Iteration 10Q: 3 clusters Score -73613.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -73643.039062 Penalty: 700.065308 Iteration 11Q: 3 clusters Score -73643.04 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -73668.859375 Penalty: 700.065308 Iteration 12Q: 3 clusters Score -73668.86 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -73692.507812 Penalty: 700.065308 Iteration 13Q: 3 clusters Score -73692.51 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -73710.960938 Penalty: 700.065308 Iteration 14Q: 3 clusters Score -73710.96 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -73728.546875 Penalty: 700.065308 Iteration 15Q: 3 clusters Score -73728.55 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -73748.109375 Penalty: 700.065308 Iteration 16Q: 3 clusters Score -73748.11 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -73769.078125 Penalty: 700.065308 Iteration 17Q: 3 clusters Score -73769.08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -73787.242188 Penalty: 700.065308 Iteration 18Q: 3 clusters Score -73787.24 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -73808.078125 Penalty: 700.065308 Iteration 19Q: 3 clusters Score -73808.08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -73832.000000 Penalty: 700.065308 Iteration 20F: 3 clusters Score -73832 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -73854.593750 Penalty: 700.065308 Iteration 21Q: 3 clusters Score -73854.59 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -73877.039062 Penalty: 700.065308 Iteration 22Q: 3 clusters Score -73877.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -73899.750000 Penalty: 700.065308 Iteration 23Q: 3 clusters Score -73899.75 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -73911.867188 Penalty: 700.065308 Iteration 24Q: 3 clusters Score -73911.87 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -73924.539062 Penalty: 700.065308 Iteration 25Q: 3 clusters Score -73924.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -73930.117188 Penalty: 700.065308 Iteration 26Q: 3 clusters Score -73930.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -73933.726562 Penalty: 700.065308 Iteration 27Q: 3 clusters Score -73933.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -73936.609375 Penalty: 700.065308 Iteration 28Q: 3 clusters Score -73936.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -73937.976562 Penalty: 700.065308 Iteration 29Q: 3 clusters Score -73937.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -73940.460938 Penalty: 700.065308 Iteration 30Q: 3 clusters Score -73940.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -73942.078125 Penalty: 700.065308 Iteration 31Q: 3 clusters Score -73942.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -73942.851562 Penalty: 700.065308 Iteration 32Q: 3 clusters Score -73942.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -73944.843750 Penalty: 700.065308 Iteration 33Q: 3 clusters Score -73944.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -73947.281250 Penalty: 700.065308 Iteration 34Q: 3 clusters Score -73947.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -73948.804688 Penalty: 700.065308 Iteration 35Q: 3 clusters Score -73948.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -73951.484375 Penalty: 700.065308 Iteration 36Q: 3 clusters Score -73951.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -73954.078125 Penalty: 700.065308 Iteration 37Q: 3 clusters Score -73954.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -73954.929688 Penalty: 700.065308 Iteration 38Q: 3 clusters Score -73954.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -73956.312500 Penalty: 700.065308 Iteration 39Q: 3 clusters Score -73956.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -73957.187500 Penalty: 700.065308 Iteration 40F: 3 clusters Score -73957.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -73957.796875 Penalty: 700.065308 Iteration 41Q: 3 clusters Score -73957.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -73958.218750 Penalty: 700.065308 Iteration 42Q: 3 clusters Score -73958.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -73958.218750 Penalty: 700.065308 Iteration 43F: 3 clusters Score -73958.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Entering Unmasked Estep Score: -203295.218750 Penalty: 396.669403 Iteration 0F: 2 clusters Score -203295.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -199189.515625 Penalty: 793.338806 Iteration 0F: 3 clusters Score -199189.5 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -200918.609375 Penalty: 793.338806 Iteration 1F: 3 clusters Score -200918.6 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -201305.921875 Penalty: 793.338806 Iteration 2F: 3 clusters Score -201305.9 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -201753.140625 Penalty: 793.338806 Iteration 3F: 3 clusters Score -201753.1 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -202314.578125 Penalty: 793.338806 Iteration 4F: 3 clusters Score -202314.6 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -202706.625000 Penalty: 793.338806 Iteration 5Q: 3 clusters Score -202706.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -202846.171875 Penalty: 793.338806 Iteration 6Q: 3 clusters Score -202846.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -202888.968750 Penalty: 793.338806 Iteration 7Q: 3 clusters Score -202889 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -202903.812500 Penalty: 793.338806 Iteration 8Q: 3 clusters Score -202903.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -202911.046875 Penalty: 793.338806 Iteration 9Q: 3 clusters Score -202911 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -202915.906250 Penalty: 793.338806 Iteration 10Q: 3 clusters Score -202915.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -202920.781250 Penalty: 793.338806 Iteration 11Q: 3 clusters Score -202920.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -202923.546875 Penalty: 793.338806 Iteration 12Q: 3 clusters Score -202923.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -202925.937500 Penalty: 793.338806 Iteration 13Q: 3 clusters Score -202925.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -202929.093750 Penalty: 793.338806 Iteration 14Q: 3 clusters Score -202929.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -202933.718750 Penalty: 793.338806 Iteration 15Q: 3 clusters Score -202933.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -202936.375000 Penalty: 793.338806 Iteration 16Q: 3 clusters Score -202936.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -202938.109375 Penalty: 793.338806 Iteration 17Q: 3 clusters Score -202938.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -202939.234375 Penalty: 793.338806 Iteration 18Q: 3 clusters Score -202939.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -202939.953125 Penalty: 793.338806 Iteration 19Q: 3 clusters Score -202940 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -202941.375000 Penalty: 793.338806 Iteration 20F: 3 clusters Score -202941.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -202942.781250 Penalty: 793.338806 Iteration 21Q: 3 clusters Score -202942.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -202944.593750 Penalty: 793.338806 Iteration 22Q: 3 clusters Score -202944.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -202946.250000 Penalty: 793.338806 Iteration 23Q: 3 clusters Score -202946.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -202947.250000 Penalty: 793.338806 Iteration 24Q: 3 clusters Score -202947.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -202948.406250 Penalty: 793.338806 Iteration 25Q: 3 clusters Score -202948.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -202949.656250 Penalty: 793.338806 Iteration 26Q: 3 clusters Score -202949.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -202950.140625 Penalty: 793.338806 Iteration 27Q: 3 clusters Score -202950.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -202951.937500 Penalty: 793.338806 Iteration 28Q: 3 clusters Score -202951.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -202953.968750 Penalty: 793.338806 Iteration 29Q: 3 clusters Score -202954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -202956.265625 Penalty: 793.338806 Iteration 30Q: 3 clusters Score -202956.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -202958.562500 Penalty: 793.338806 Iteration 31Q: 3 clusters Score -202958.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -202961.265625 Penalty: 793.338806 Iteration 32Q: 3 clusters Score -202961.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -202964.187500 Penalty: 793.338806 Iteration 33Q: 3 clusters Score -202964.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -202966.031250 Penalty: 793.338806 Iteration 34Q: 3 clusters Score -202966 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -202968.218750 Penalty: 793.338806 Iteration 35Q: 3 clusters Score -202968.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -202970.015625 Penalty: 793.338806 Iteration 36Q: 3 clusters Score -202970 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -202972.281250 Penalty: 793.338806 Iteration 37Q: 3 clusters Score -202972.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -202973.109375 Penalty: 793.338806 Iteration 38Q: 3 clusters Score -202973.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -202973.171875 Penalty: 793.338806 Iteration 39Q: 3 clusters Score -202973.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -202974.375000 Penalty: 793.338806 Iteration 40F: 3 clusters Score -202974.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -202975.546875 Penalty: 793.338806 Iteration 41Q: 3 clusters Score -202975.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -202976.015625 Penalty: 793.338806 Iteration 42Q: 3 clusters Score -202976 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -202975.921875 Penalty: 793.338806 Iteration 43Q: 3 clusters Score -202975.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -202976.343750 Penalty: 793.338806 Iteration 44Q: 3 clusters Score -202976.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -202976.265625 Penalty: 793.338806 Iteration 45Q: 3 clusters Score -202976.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -202976.281250 Penalty: 793.338806 Iteration 46Q: 3 clusters Score -202976.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -202976.859375 Penalty: 793.338806 Iteration 47Q: 3 clusters Score -202976.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -202976.609375 Penalty: 793.338806 Iteration 48Q: 3 clusters Score -202976.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -202976.953125 Penalty: 793.338806 Iteration 49Q: 3 clusters Score -202977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -202977.546875 Penalty: 793.338806 Iteration 50Q: 3 clusters Score -202977.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -202977.171875 Penalty: 793.338806 Iteration 51Q: 3 clusters Score -202977.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -202977.234375 Penalty: 793.338806 Iteration 52Q: 3 clusters Score -202977.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -202977.546875 Penalty: 793.338806 Iteration 53Q: 3 clusters Score -202977.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -202977.875000 Penalty: 793.338806 Iteration 54Q: 3 clusters Score -202977.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -202977.875000 Penalty: 793.338806 Iteration 55F: 3 clusters Score -202977.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Entering Unmasked Estep Score: -76679.992188 Penalty: 352.926361 Iteration 0F: 2 clusters Score -76679.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -75058.750000 Penalty: 705.852722 Iteration 0F: 3 clusters Score -75058.75 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -75594.890625 Penalty: 705.852722 Iteration 1F: 3 clusters Score -75594.89 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -75674.976562 Penalty: 705.852722 Iteration 2F: 3 clusters Score -75674.98 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -75749.101562 Penalty: 705.852722 Iteration 3F: 3 clusters Score -75749.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -75801.109375 Penalty: 705.852722 Iteration 4Q: 3 clusters Score -75801.11 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -75835.859375 Penalty: 705.852722 Iteration 5Q: 3 clusters Score -75835.86 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -75856.515625 Penalty: 705.852722 Iteration 6Q: 3 clusters Score -75856.52 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -75878.617188 Penalty: 705.852722 Iteration 7Q: 3 clusters Score -75878.62 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -75904.289062 Penalty: 705.852722 Iteration 8Q: 3 clusters Score -75904.29 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -75923.593750 Penalty: 705.852722 Iteration 9Q: 3 clusters Score -75923.59 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -75942.460938 Penalty: 705.852722 Iteration 10Q: 3 clusters Score -75942.46 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -75969.093750 Penalty: 705.852722 Iteration 11Q: 3 clusters Score -75969.09 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -75997.007812 Penalty: 705.852722 Iteration 12Q: 3 clusters Score -75997.01 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -76023.781250 Penalty: 705.852722 Iteration 13Q: 3 clusters Score -76023.78 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -76050.429688 Penalty: 705.852722 Iteration 14Q: 3 clusters Score -76050.43 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -76073.851562 Penalty: 705.852722 Iteration 15Q: 3 clusters Score -76073.85 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -76093.664062 Penalty: 705.852722 Iteration 16Q: 3 clusters Score -76093.66 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -76111.109375 Penalty: 705.852722 Iteration 17Q: 3 clusters Score -76111.11 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -76124.828125 Penalty: 705.852722 Iteration 18Q: 3 clusters Score -76124.83 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -76134.843750 Penalty: 705.852722 Iteration 19Q: 3 clusters Score -76134.84 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -76145.695312 Penalty: 705.852722 Iteration 20F: 3 clusters Score -76145.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -76155.148438 Penalty: 705.852722 Iteration 21Q: 3 clusters Score -76155.15 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -76161.296875 Penalty: 705.852722 Iteration 22Q: 3 clusters Score -76161.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -76165.765625 Penalty: 705.852722 Iteration 23Q: 3 clusters Score -76165.77 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -76169.281250 Penalty: 705.852722 Iteration 24Q: 3 clusters Score -76169.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -76172.007812 Penalty: 705.852722 Iteration 25Q: 3 clusters Score -76172.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -76178.148438 Penalty: 705.852722 Iteration 26Q: 3 clusters Score -76178.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -76182.250000 Penalty: 705.852722 Iteration 27Q: 3 clusters Score -76182.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -76185.265625 Penalty: 705.852722 Iteration 28Q: 3 clusters Score -76185.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -76186.671875 Penalty: 705.852722 Iteration 29Q: 3 clusters Score -76186.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -76188.070312 Penalty: 705.852722 Iteration 30Q: 3 clusters Score -76188.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -76190.406250 Penalty: 705.852722 Iteration 31Q: 3 clusters Score -76190.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -76191.828125 Penalty: 705.852722 Iteration 32Q: 3 clusters Score -76191.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -76192.140625 Penalty: 705.852722 Iteration 33Q: 3 clusters Score -76192.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -76193.046875 Penalty: 705.852722 Iteration 34Q: 3 clusters Score -76193.05 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -76194.929688 Penalty: 705.852722 Iteration 35Q: 3 clusters Score -76194.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -76195.828125 Penalty: 705.852722 Iteration 36Q: 3 clusters Score -76195.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -76197.570312 Penalty: 705.852722 Iteration 37Q: 3 clusters Score -76197.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -76199.218750 Penalty: 705.852722 Iteration 38Q: 3 clusters Score -76199.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -76200.382812 Penalty: 705.852722 Iteration 39Q: 3 clusters Score -76200.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -76201.070312 Penalty: 705.852722 Iteration 40F: 3 clusters Score -76201.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -76201.789062 Penalty: 705.852722 Iteration 41Q: 3 clusters Score -76201.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -76202.343750 Penalty: 705.852722 Iteration 42Q: 3 clusters Score -76202.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -76203.070312 Penalty: 705.852722 Iteration 43Q: 3 clusters Score -76203.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -76204.039062 Penalty: 705.852722 Iteration 44Q: 3 clusters Score -76204.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -76204.515625 Penalty: 705.852722 Iteration 45Q: 3 clusters Score -76204.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -76205.125000 Penalty: 705.852722 Iteration 46Q: 3 clusters Score -76205.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -76206.109375 Penalty: 705.852722 Iteration 47Q: 3 clusters Score -76206.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -76206.976562 Penalty: 705.852722 Iteration 48Q: 3 clusters Score -76206.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -76207.218750 Penalty: 705.852722 Iteration 49Q: 3 clusters Score -76207.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -76207.773438 Penalty: 705.852722 Iteration 50Q: 3 clusters Score -76207.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -76208.625000 Penalty: 705.852722 Iteration 51Q: 3 clusters Score -76208.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -76209.578125 Penalty: 705.852722 Iteration 52Q: 3 clusters Score -76209.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -76210.101562 Penalty: 705.852722 Iteration 53Q: 3 clusters Score -76210.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -76210.257812 Penalty: 705.852722 Iteration 54Q: 3 clusters Score -76210.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -76210.406250 Penalty: 705.852722 Iteration 55Q: 3 clusters Score -76210.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -76210.406250 Penalty: 705.852722 Iteration 56F: 3 clusters Score -76210.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13503 members Entering Unmasked Estep Score: -478373.687500 Penalty: 432.735352 Iteration 0F: 2 clusters Score -478373.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -469494.875000 Penalty: 865.470703 Iteration 0F: 3 clusters Score -469494.9 nChanged 6299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -473297.718750 Penalty: 865.470703 Iteration 1F: 3 clusters Score -473297.7 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 7061 members Entering Unmasked Estep Score: -473693.937500 Penalty: 865.470703 Iteration 2F: 3 clusters Score -473693.9 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -474059.531250 Penalty: 865.470703 Iteration 3F: 3 clusters Score -474059.5 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 7469 members Entering Unmasked Estep Score: -474448.468750 Penalty: 865.470703 Iteration 4F: 3 clusters Score -474448.5 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -474796.031250 Penalty: 865.470703 Iteration 5F: 3 clusters Score -474796 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -475095.125000 Penalty: 865.470703 Iteration 6Q: 3 clusters Score -475095.1 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -475379.937500 Penalty: 865.470703 Iteration 7Q: 3 clusters Score -475379.9 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 8558 members Entering Unmasked Estep Score: -475693.656250 Penalty: 865.470703 Iteration 8Q: 3 clusters Score -475693.7 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 8853 members Entering Unmasked Estep Score: -475967.281250 Penalty: 865.470703 Iteration 9Q: 3 clusters Score -475967.3 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -476156.187500 Penalty: 865.470703 Iteration 10Q: 3 clusters Score -476156.2 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -476295.031250 Penalty: 865.470703 Iteration 11Q: 3 clusters Score -476295 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 9727 members Entering Unmasked Estep Score: -476413.468750 Penalty: 865.470703 Iteration 12Q: 3 clusters Score -476413.5 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -476519.625000 Penalty: 865.470703 Iteration 13Q: 3 clusters Score -476519.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -476621.500000 Penalty: 865.470703 Iteration 14Q: 3 clusters Score -476621.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 10533 members Entering Unmasked Estep Score: -476727.250000 Penalty: 865.470703 Iteration 15Q: 3 clusters Score -476727.2 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 10803 members Entering Unmasked Estep Score: -476838.531250 Penalty: 865.470703 Iteration 16Q: 3 clusters Score -476838.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 11063 members Entering Unmasked Estep Score: -476966.875000 Penalty: 865.470703 Iteration 17Q: 3 clusters Score -476966.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 11343 members Entering Unmasked Estep Score: -477102.875000 Penalty: 865.470703 Iteration 18Q: 3 clusters Score -477102.9 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -477220.031250 Penalty: 865.470703 Iteration 19Q: 3 clusters Score -477220 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -477317.500000 Penalty: 865.470703 Iteration 20F: 3 clusters Score -477317.5 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 12006 members Entering Unmasked Estep Score: -477451.406250 Penalty: 865.470703 Iteration 21Q: 3 clusters Score -477451.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 12207 members Entering Unmasked Estep Score: -477579.281250 Penalty: 865.470703 Iteration 22Q: 3 clusters Score -477579.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -477669.531250 Penalty: 865.470703 Iteration 23Q: 3 clusters Score -477669.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -477725.312500 Penalty: 865.470703 Iteration 24Q: 3 clusters Score -477725.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 12592 members Entering Unmasked Estep Score: -477777.968750 Penalty: 865.470703 Iteration 25Q: 3 clusters Score -477778 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 12673 members Entering Unmasked Estep Score: -477813.281250 Penalty: 865.470703 Iteration 26Q: 3 clusters Score -477813.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 12738 members Entering Unmasked Estep Score: -477842.562500 Penalty: 865.470703 Iteration 27Q: 3 clusters Score -477842.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 12804 members Entering Unmasked Estep Score: -477868.531250 Penalty: 865.470703 Iteration 28Q: 3 clusters Score -477868.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -477894.312500 Penalty: 865.470703 Iteration 29Q: 3 clusters Score -477894.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -477921.062500 Penalty: 865.470703 Iteration 30Q: 3 clusters Score -477921.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -477943.187500 Penalty: 865.470703 Iteration 31Q: 3 clusters Score -477943.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -477957.625000 Penalty: 865.470703 Iteration 32Q: 3 clusters Score -477957.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 13027 members Entering Unmasked Estep Score: -477972.093750 Penalty: 865.470703 Iteration 33Q: 3 clusters Score -477972.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -477980.906250 Penalty: 865.470703 Iteration 34Q: 3 clusters Score -477980.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -477988.281250 Penalty: 865.470703 Iteration 35Q: 3 clusters Score -477988.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 13094 members Entering Unmasked Estep Score: -477993.906250 Penalty: 865.470703 Iteration 36Q: 3 clusters Score -477993.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -477999.218750 Penalty: 865.470703 Iteration 37Q: 3 clusters Score -477999.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 13129 members Entering Unmasked Estep Score: -478005.187500 Penalty: 865.470703 Iteration 38Q: 3 clusters Score -478005.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 13141 members Entering Unmasked Estep Score: -478009.500000 Penalty: 865.470703 Iteration 39Q: 3 clusters Score -478009.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 13147 members Entering Unmasked Estep Score: -478012.250000 Penalty: 865.470703 Iteration 40F: 3 clusters Score -478012.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -478013.593750 Penalty: 865.470703 Iteration 41Q: 3 clusters Score -478013.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -478016.625000 Penalty: 865.470703 Iteration 42Q: 3 clusters Score -478016.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 13160 members Entering Unmasked Estep Score: -478019.531250 Penalty: 865.470703 Iteration 43Q: 3 clusters Score -478019.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 13166 members Entering Unmasked Estep Score: -478021.562500 Penalty: 865.470703 Iteration 44Q: 3 clusters Score -478021.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 13169 members Entering Unmasked Estep Score: -478024.250000 Penalty: 865.470703 Iteration 45Q: 3 clusters Score -478024.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 13174 members Entering Unmasked Estep Score: -478026.562500 Penalty: 865.470703 Iteration 46Q: 3 clusters Score -478026.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -478027.250000 Penalty: 865.470703 Iteration 47Q: 3 clusters Score -478027.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 13179 members Entering Unmasked Estep Score: -478027.593750 Penalty: 865.470703 Iteration 48Q: 3 clusters Score -478027.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 13181 members Entering Unmasked Estep Score: -478029.375000 Penalty: 865.470703 Iteration 49Q: 3 clusters Score -478029.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 13183 members Entering Unmasked Estep Score: -478030.968750 Penalty: 865.470703 Iteration 50Q: 3 clusters Score -478031 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -478031.812500 Penalty: 865.470703 Iteration 51Q: 3 clusters Score -478031.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -478032.187500 Penalty: 865.470703 Iteration 52Q: 3 clusters Score -478032.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -478034.562500 Penalty: 865.470703 Iteration 53Q: 3 clusters Score -478034.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 13197 members Entering Unmasked Estep Score: -478036.718750 Penalty: 865.470703 Iteration 54Q: 3 clusters Score -478036.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 13199 members Entering Unmasked Estep Score: -478038.875000 Penalty: 865.470703 Iteration 55Q: 3 clusters Score -478038.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 13202 members Entering Unmasked Estep Score: -478039.250000 Penalty: 865.470703 Iteration 56Q: 3 clusters Score -478039.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 13204 members Entering Unmasked Estep Score: -478039.406250 Penalty: 865.470703 Iteration 57Q: 3 clusters Score -478039.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -478042.375000 Penalty: 865.470703 Iteration 58Q: 3 clusters Score -478042.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 13209 members Entering Unmasked Estep Score: -478042.218750 Penalty: 865.470703 Iteration 59Q: 3 clusters Score -478042.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -478043.781250 Penalty: 865.470703 Iteration 60F: 3 clusters Score -478043.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -478045.656250 Penalty: 865.470703 Iteration 61Q: 3 clusters Score -478045.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 13218 members Entering Unmasked Estep Score: -478046.156250 Penalty: 865.470703 Iteration 62Q: 3 clusters Score -478046.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -478046.312500 Penalty: 865.470703 Iteration 63Q: 3 clusters Score -478046.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -478047.000000 Penalty: 865.470703 Iteration 64Q: 3 clusters Score -478047 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 13227 members Entering Unmasked Estep Score: -478047.343750 Penalty: 865.470703 Iteration 65Q: 3 clusters Score -478047.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -478047.750000 Penalty: 865.470703 Iteration 66Q: 3 clusters Score -478047.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 13230 members Entering Unmasked Estep Score: -478048.156250 Penalty: 865.470703 Iteration 67Q: 3 clusters Score -478048.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -478047.718750 Penalty: 865.470703 Iteration 68Q: 3 clusters Score -478047.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -478047.500000 Penalty: 865.470703 Iteration 69Q: 3 clusters Score -478047.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -478047.500000 Penalty: 865.470703 Iteration 70F: 3 clusters Score -478047.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Entering Unmasked Estep Score: -119776.359375 Penalty: 374.272583 Iteration 0F: 2 clusters Score -119776.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -117194.554688 Penalty: 748.545166 Iteration 0F: 3 clusters Score -117194.6 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -118168.992188 Penalty: 748.545166 Iteration 1F: 3 clusters Score -118169 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -118249.351562 Penalty: 748.545166 Iteration 2F: 3 clusters Score -118249.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -118339.406250 Penalty: 748.545166 Iteration 3Q: 3 clusters Score -118339.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -118464.804688 Penalty: 748.545166 Iteration 4F: 3 clusters Score -118464.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -118601.046875 Penalty: 748.545166 Iteration 5F: 3 clusters Score -118601 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -118750.531250 Penalty: 748.545166 Iteration 6F: 3 clusters Score -118750.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -118930.601562 Penalty: 748.545166 Iteration 7F: 3 clusters Score -118930.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -119150.468750 Penalty: 748.545166 Iteration 8Q: 3 clusters Score -119150.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -119291.406250 Penalty: 748.545166 Iteration 9Q: 3 clusters Score -119291.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -119349.234375 Penalty: 748.545166 Iteration 10Q: 3 clusters Score -119349.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -119379.242188 Penalty: 748.545166 Iteration 11Q: 3 clusters Score -119379.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -119398.179688 Penalty: 748.545166 Iteration 12Q: 3 clusters Score -119398.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -119408.304688 Penalty: 748.545166 Iteration 13Q: 3 clusters Score -119408.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -119415.335938 Penalty: 748.545166 Iteration 14Q: 3 clusters Score -119415.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -119420.054688 Penalty: 748.545166 Iteration 15Q: 3 clusters Score -119420.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -119425.851562 Penalty: 748.545166 Iteration 16Q: 3 clusters Score -119425.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -119429.156250 Penalty: 748.545166 Iteration 17Q: 3 clusters Score -119429.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -119431.718750 Penalty: 748.545166 Iteration 18Q: 3 clusters Score -119431.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -119435.523438 Penalty: 748.545166 Iteration 19Q: 3 clusters Score -119435.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -119439.820312 Penalty: 748.545166 Iteration 20F: 3 clusters Score -119439.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -119444.960938 Penalty: 748.545166 Iteration 21Q: 3 clusters Score -119445 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -119449.546875 Penalty: 748.545166 Iteration 22Q: 3 clusters Score -119449.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -119451.679688 Penalty: 748.545166 Iteration 23Q: 3 clusters Score -119451.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -119453.937500 Penalty: 748.545166 Iteration 24Q: 3 clusters Score -119453.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -119457.070312 Penalty: 748.545166 Iteration 25Q: 3 clusters Score -119457.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -119460.468750 Penalty: 748.545166 Iteration 26Q: 3 clusters Score -119460.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -119463.898438 Penalty: 748.545166 Iteration 27Q: 3 clusters Score -119463.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -119466.593750 Penalty: 748.545166 Iteration 28Q: 3 clusters Score -119466.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -119468.140625 Penalty: 748.545166 Iteration 29Q: 3 clusters Score -119468.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -119469.585938 Penalty: 748.545166 Iteration 30Q: 3 clusters Score -119469.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -119470.843750 Penalty: 748.545166 Iteration 31Q: 3 clusters Score -119470.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -119471.820312 Penalty: 748.545166 Iteration 32Q: 3 clusters Score -119471.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -119472.585938 Penalty: 748.545166 Iteration 33Q: 3 clusters Score -119472.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -119473.546875 Penalty: 748.545166 Iteration 34Q: 3 clusters Score -119473.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -119473.476562 Penalty: 748.545166 Iteration 35Q: 3 clusters Score -119473.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -119473.835938 Penalty: 748.545166 Iteration 36Q: 3 clusters Score -119473.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -119474.195312 Penalty: 748.545166 Iteration 37Q: 3 clusters Score -119474.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -119474.578125 Penalty: 748.545166 Iteration 38Q: 3 clusters Score -119474.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -119475.039062 Penalty: 748.545166 Iteration 39Q: 3 clusters Score -119475 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -119475.515625 Penalty: 748.545166 Iteration 40F: 3 clusters Score -119475.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -119475.539062 Penalty: 748.545166 Iteration 41Q: 3 clusters Score -119475.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -119475.539062 Penalty: 748.545166 Iteration 42F: 3 clusters Score -119475.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Entering Unmasked Estep Score: -25775.015625 Penalty: 300.108002 Iteration 0F: 2 clusters Score -25775.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -25119.035156 Penalty: 600.216003 Iteration 0F: 3 clusters Score -25119.04 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25273.123047 Penalty: 600.216003 Iteration 1F: 3 clusters Score -25273.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25309.843750 Penalty: 600.216003 Iteration 2F: 3 clusters Score -25309.84 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -25338.966797 Penalty: 600.216003 Iteration 3F: 3 clusters Score -25338.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -25370.187500 Penalty: 600.216003 Iteration 4Q: 3 clusters Score -25370.19 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -25394.867188 Penalty: 600.216003 Iteration 5Q: 3 clusters Score -25394.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -25427.460938 Penalty: 600.216003 Iteration 6Q: 3 clusters Score -25427.46 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -25446.388672 Penalty: 600.216003 Iteration 7Q: 3 clusters Score -25446.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -25465.328125 Penalty: 600.216003 Iteration 8Q: 3 clusters Score -25465.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -25479.837891 Penalty: 600.216003 Iteration 9Q: 3 clusters Score -25479.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -25486.691406 Penalty: 600.216003 Iteration 10Q: 3 clusters Score -25486.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -25489.255859 Penalty: 600.216003 Iteration 11Q: 3 clusters Score -25489.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -25492.968750 Penalty: 600.216003 Iteration 12Q: 3 clusters Score -25492.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -25495.107422 Penalty: 600.216003 Iteration 13Q: 3 clusters Score -25495.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -25497.632812 Penalty: 600.216003 Iteration 14Q: 3 clusters Score -25497.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -25499.804688 Penalty: 600.216003 Iteration 15Q: 3 clusters Score -25499.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -25502.634766 Penalty: 600.216003 Iteration 16Q: 3 clusters Score -25502.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -25506.109375 Penalty: 600.216003 Iteration 17Q: 3 clusters Score -25506.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -25510.410156 Penalty: 600.216003 Iteration 18Q: 3 clusters Score -25510.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -25513.955078 Penalty: 600.216003 Iteration 19Q: 3 clusters Score -25513.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25515.847656 Penalty: 600.216003 Iteration 20F: 3 clusters Score -25515.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -25516.408203 Penalty: 600.216003 Iteration 21Q: 3 clusters Score -25516.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25518.845703 Penalty: 600.216003 Iteration 22Q: 3 clusters Score -25518.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -25523.388672 Penalty: 600.216003 Iteration 23Q: 3 clusters Score -25523.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -25527.544922 Penalty: 600.216003 Iteration 24Q: 3 clusters Score -25527.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -25530.208984 Penalty: 600.216003 Iteration 25Q: 3 clusters Score -25530.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -25530.699219 Penalty: 600.216003 Iteration 26Q: 3 clusters Score -25530.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -25531.597656 Penalty: 600.216003 Iteration 27Q: 3 clusters Score -25531.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -25532.851562 Penalty: 600.216003 Iteration 28Q: 3 clusters Score -25532.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -25533.679688 Penalty: 600.216003 Iteration 29Q: 3 clusters Score -25533.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -25533.876953 Penalty: 600.216003 Iteration 30Q: 3 clusters Score -25533.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -25534.095703 Penalty: 600.216003 Iteration 31Q: 3 clusters Score -25534.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -25534.095703 Penalty: 600.216003 Iteration 32F: 3 clusters Score -25534.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Entering Unmasked Estep Score: -382865.781250 Penalty: 422.706848 Iteration 0F: 2 clusters Score -382865.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5459 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -375623.031250 Penalty: 845.413696 Iteration 0F: 3 clusters Score -375623 nChanged 5058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -378874.718750 Penalty: 845.413696 Iteration 1F: 3 clusters Score -378874.7 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -379439.625000 Penalty: 845.413696 Iteration 2F: 3 clusters Score -379439.6 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -380016.031250 Penalty: 845.413696 Iteration 3F: 3 clusters Score -380016 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -380529.031250 Penalty: 845.413696 Iteration 4F: 3 clusters Score -380529 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -380990.031250 Penalty: 845.413696 Iteration 5F: 3 clusters Score -380990 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -381364.718750 Penalty: 845.413696 Iteration 6F: 3 clusters Score -381364.7 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -381574.531250 Penalty: 845.413696 Iteration 7Q: 3 clusters Score -381574.5 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -381688.250000 Penalty: 845.413696 Iteration 8Q: 3 clusters Score -381688.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -381769.437500 Penalty: 845.413696 Iteration 9Q: 3 clusters Score -381769.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -381837.968750 Penalty: 845.413696 Iteration 10Q: 3 clusters Score -381838 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -381890.750000 Penalty: 845.413696 Iteration 11Q: 3 clusters Score -381890.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 6099 members Entering Unmasked Estep Score: -381922.312500 Penalty: 845.413696 Iteration 12Q: 3 clusters Score -381922.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -381950.906250 Penalty: 845.413696 Iteration 13Q: 3 clusters Score -381950.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 6190 members Entering Unmasked Estep Score: -381972.156250 Penalty: 845.413696 Iteration 14Q: 3 clusters Score -381972.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -381989.062500 Penalty: 845.413696 Iteration 15Q: 3 clusters Score -381989.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -382002.656250 Penalty: 845.413696 Iteration 16Q: 3 clusters Score -382002.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -382014.031250 Penalty: 845.413696 Iteration 17Q: 3 clusters Score -382014 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -382026.656250 Penalty: 845.413696 Iteration 18Q: 3 clusters Score -382026.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -382038.468750 Penalty: 845.413696 Iteration 19Q: 3 clusters Score -382038.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -382047.281250 Penalty: 845.413696 Iteration 20F: 3 clusters Score -382047.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -382056.562500 Penalty: 845.413696 Iteration 21Q: 3 clusters Score -382056.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -382068.843750 Penalty: 845.413696 Iteration 22Q: 3 clusters Score -382068.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -382083.343750 Penalty: 845.413696 Iteration 23Q: 3 clusters Score -382083.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 6686 members Entering Unmasked Estep Score: -382094.968750 Penalty: 845.413696 Iteration 24Q: 3 clusters Score -382095 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 6734 members Entering Unmasked Estep Score: -382106.125000 Penalty: 845.413696 Iteration 25Q: 3 clusters Score -382106.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -382123.281250 Penalty: 845.413696 Iteration 26Q: 3 clusters Score -382123.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -382140.500000 Penalty: 845.413696 Iteration 27Q: 3 clusters Score -382140.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -382154.812500 Penalty: 845.413696 Iteration 28Q: 3 clusters Score -382154.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -382172.781250 Penalty: 845.413696 Iteration 29Q: 3 clusters Score -382172.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -382197.593750 Penalty: 845.413696 Iteration 30Q: 3 clusters Score -382197.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -382247.937500 Penalty: 845.413696 Iteration 31Q: 3 clusters Score -382247.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -382304.218750 Penalty: 845.413696 Iteration 32Q: 3 clusters Score -382304.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -382375.656250 Penalty: 845.413696 Iteration 33Q: 3 clusters Score -382375.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -382439.218750 Penalty: 845.413696 Iteration 34Q: 3 clusters Score -382439.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -382500.875000 Penalty: 845.413696 Iteration 35Q: 3 clusters Score -382500.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -382550.343750 Penalty: 845.413696 Iteration 36Q: 3 clusters Score -382550.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -382595.031250 Penalty: 845.413696 Iteration 37Q: 3 clusters Score -382595 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -382636.125000 Penalty: 845.413696 Iteration 38Q: 3 clusters Score -382636.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -382670.406250 Penalty: 845.413696 Iteration 39Q: 3 clusters Score -382670.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -382695.750000 Penalty: 845.413696 Iteration 40F: 3 clusters Score -382695.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 8019 members Entering Unmasked Estep Score: -382719.187500 Penalty: 845.413696 Iteration 41Q: 3 clusters Score -382719.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -382739.906250 Penalty: 845.413696 Iteration 42Q: 3 clusters Score -382739.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -382757.000000 Penalty: 845.413696 Iteration 43Q: 3 clusters Score -382757 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 8205 members Entering Unmasked Estep Score: -382769.375000 Penalty: 845.413696 Iteration 44Q: 3 clusters Score -382769.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -382779.718750 Penalty: 845.413696 Iteration 45Q: 3 clusters Score -382779.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 8283 members Entering Unmasked Estep Score: -382783.593750 Penalty: 845.413696 Iteration 46Q: 3 clusters Score -382783.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -382785.531250 Penalty: 845.413696 Iteration 47Q: 3 clusters Score -382785.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -382788.531250 Penalty: 845.413696 Iteration 48Q: 3 clusters Score -382788.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -382790.687500 Penalty: 845.413696 Iteration 49Q: 3 clusters Score -382790.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -382791.718750 Penalty: 845.413696 Iteration 50Q: 3 clusters Score -382791.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -382794.781250 Penalty: 845.413696 Iteration 51Q: 3 clusters Score -382794.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -382795.562500 Penalty: 845.413696 Iteration 52Q: 3 clusters Score -382795.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -382795.656250 Penalty: 845.413696 Iteration 53Q: 3 clusters Score -382795.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -382798.093750 Penalty: 845.413696 Iteration 54Q: 3 clusters Score -382798.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -382798.406250 Penalty: 845.413696 Iteration 55Q: 3 clusters Score -382798.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 8453 members Entering Unmasked Estep Score: -382800.718750 Penalty: 845.413696 Iteration 56Q: 3 clusters Score -382800.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 8470 members Entering Unmasked Estep Score: -382801.312500 Penalty: 845.413696 Iteration 57Q: 3 clusters Score -382801.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -382803.218750 Penalty: 845.413696 Iteration 58Q: 3 clusters Score -382803.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -382803.843750 Penalty: 845.413696 Iteration 59Q: 3 clusters Score -382803.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -382803.968750 Penalty: 845.413696 Iteration 60F: 3 clusters Score -382804 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -382804.437500 Penalty: 845.413696 Iteration 61Q: 3 clusters Score -382804.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -382804.125000 Penalty: 845.413696 Iteration 62Q: 3 clusters Score -382804.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -382804.500000 Penalty: 845.413696 Iteration 63Q: 3 clusters Score -382804.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -382805.718750 Penalty: 845.413696 Iteration 64Q: 3 clusters Score -382805.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -382805.125000 Penalty: 845.413696 Iteration 65Q: 3 clusters Score -382805.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -382805.125000 Penalty: 845.413696 Iteration 66F: 3 clusters Score -382805.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Entering Unmasked Estep Score: -52287.328125 Penalty: 343.315216 Iteration 0F: 2 clusters Score -52287.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -50894.148438 Penalty: 686.630432 Iteration 0F: 3 clusters Score -50894.15 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -51352.285156 Penalty: 686.630432 Iteration 1F: 3 clusters Score -51352.29 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -51518.777344 Penalty: 686.630432 Iteration 2F: 3 clusters Score -51518.78 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -51694.714844 Penalty: 686.630432 Iteration 3F: 3 clusters Score -51694.71 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -51844.636719 Penalty: 686.630432 Iteration 4F: 3 clusters Score -51844.64 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -51954.296875 Penalty: 686.630432 Iteration 5F: 3 clusters Score -51954.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -52006.917969 Penalty: 686.630432 Iteration 6F: 3 clusters Score -52006.92 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -52043.058594 Penalty: 686.630432 Iteration 7Q: 3 clusters Score -52043.06 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -52063.074219 Penalty: 686.630432 Iteration 8Q: 3 clusters Score -52063.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -52078.929688 Penalty: 686.630432 Iteration 9Q: 3 clusters Score -52078.93 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -52087.558594 Penalty: 686.630432 Iteration 10Q: 3 clusters Score -52087.56 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -52095.171875 Penalty: 686.630432 Iteration 11Q: 3 clusters Score -52095.17 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -52106.769531 Penalty: 686.630432 Iteration 12Q: 3 clusters Score -52106.77 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -52113.347656 Penalty: 686.630432 Iteration 13Q: 3 clusters Score -52113.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -52118.843750 Penalty: 686.630432 Iteration 14Q: 3 clusters Score -52118.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -52123.148438 Penalty: 686.630432 Iteration 15Q: 3 clusters Score -52123.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -52125.730469 Penalty: 686.630432 Iteration 16Q: 3 clusters Score -52125.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -52127.367188 Penalty: 686.630432 Iteration 17Q: 3 clusters Score -52127.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -52130.238281 Penalty: 686.630432 Iteration 18Q: 3 clusters Score -52130.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -52134.468750 Penalty: 686.630432 Iteration 19Q: 3 clusters Score -52134.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -52135.812500 Penalty: 686.630432 Iteration 20F: 3 clusters Score -52135.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -52136.414062 Penalty: 686.630432 Iteration 21Q: 3 clusters Score -52136.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -52136.929688 Penalty: 686.630432 Iteration 22Q: 3 clusters Score -52136.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -52137.816406 Penalty: 686.630432 Iteration 23Q: 3 clusters Score -52137.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -52139.828125 Penalty: 686.630432 Iteration 24Q: 3 clusters Score -52139.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -52141.363281 Penalty: 686.630432 Iteration 25Q: 3 clusters Score -52141.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -52143.472656 Penalty: 686.630432 Iteration 26Q: 3 clusters Score -52143.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -52145.542969 Penalty: 686.630432 Iteration 27Q: 3 clusters Score -52145.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -52146.992188 Penalty: 686.630432 Iteration 28Q: 3 clusters Score -52146.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -52149.703125 Penalty: 686.630432 Iteration 29Q: 3 clusters Score -52149.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -52152.304688 Penalty: 686.630432 Iteration 30Q: 3 clusters Score -52152.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -52156.378906 Penalty: 686.630432 Iteration 31Q: 3 clusters Score -52156.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -52159.742188 Penalty: 686.630432 Iteration 32Q: 3 clusters Score -52159.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -52162.265625 Penalty: 686.630432 Iteration 33Q: 3 clusters Score -52162.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -52165.886719 Penalty: 686.630432 Iteration 34Q: 3 clusters Score -52165.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -52169.308594 Penalty: 686.630432 Iteration 35Q: 3 clusters Score -52169.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -52170.476562 Penalty: 686.630432 Iteration 36Q: 3 clusters Score -52170.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -52171.015625 Penalty: 686.630432 Iteration 37Q: 3 clusters Score -52171.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -52171.710938 Penalty: 686.630432 Iteration 38Q: 3 clusters Score -52171.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -52172.601562 Penalty: 686.630432 Iteration 39Q: 3 clusters Score -52172.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -52172.601562 Penalty: 686.630432 Iteration 40F: 3 clusters Score -52172.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Entering Unmasked Estep Score: -263291.343750 Penalty: 403.627960 Iteration 0F: 2 clusters Score -263291.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -258523.609375 Penalty: 807.255920 Iteration 0F: 3 clusters Score -258523.6 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -260443.078125 Penalty: 807.255920 Iteration 1F: 3 clusters Score -260443.1 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -260645.937500 Penalty: 807.255920 Iteration 2F: 3 clusters Score -260645.9 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -260839.578125 Penalty: 807.255920 Iteration 3F: 3 clusters Score -260839.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -261039.046875 Penalty: 807.255920 Iteration 4F: 3 clusters Score -261039 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3412 members Entering Unmasked Estep Score: -261224.171875 Penalty: 807.255920 Iteration 5Q: 3 clusters Score -261224.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -261380.765625 Penalty: 807.255920 Iteration 6Q: 3 clusters Score -261380.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -261510.453125 Penalty: 807.255920 Iteration 7Q: 3 clusters Score -261510.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -261602.390625 Penalty: 807.255920 Iteration 8Q: 3 clusters Score -261602.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -261659.015625 Penalty: 807.255920 Iteration 9Q: 3 clusters Score -261659 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -261699.828125 Penalty: 807.255920 Iteration 10Q: 3 clusters Score -261699.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -261733.234375 Penalty: 807.255920 Iteration 11Q: 3 clusters Score -261733.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -261760.890625 Penalty: 807.255920 Iteration 12Q: 3 clusters Score -261760.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -261780.906250 Penalty: 807.255920 Iteration 13Q: 3 clusters Score -261780.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -261802.687500 Penalty: 807.255920 Iteration 14Q: 3 clusters Score -261802.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -261823.125000 Penalty: 807.255920 Iteration 15Q: 3 clusters Score -261823.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -261839.046875 Penalty: 807.255920 Iteration 16Q: 3 clusters Score -261839 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -261855.906250 Penalty: 807.255920 Iteration 17Q: 3 clusters Score -261855.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -261874.359375 Penalty: 807.255920 Iteration 18Q: 3 clusters Score -261874.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4760 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -261900.218750 Penalty: 807.255920 Iteration 19Q: 3 clusters Score -261900.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -261925.046875 Penalty: 807.255920 Iteration 20F: 3 clusters Score -261925 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -261953.796875 Penalty: 807.255920 Iteration 21Q: 3 clusters Score -261953.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -261987.781250 Penalty: 807.255920 Iteration 22Q: 3 clusters Score -261987.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -262024.453125 Penalty: 807.255920 Iteration 23Q: 3 clusters Score -262024.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -262058.593750 Penalty: 807.255920 Iteration 24Q: 3 clusters Score -262058.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -262089.890625 Penalty: 807.255920 Iteration 25Q: 3 clusters Score -262089.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -262129.234375 Penalty: 807.255920 Iteration 26Q: 3 clusters Score -262129.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -262179.937500 Penalty: 807.255920 Iteration 27Q: 3 clusters Score -262179.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -262241.843750 Penalty: 807.255920 Iteration 28Q: 3 clusters Score -262241.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -262314.156250 Penalty: 807.255920 Iteration 29Q: 3 clusters Score -262314.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -262385.968750 Penalty: 807.255920 Iteration 30Q: 3 clusters Score -262386 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -262458.843750 Penalty: 807.255920 Iteration 31Q: 3 clusters Score -262458.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -262539.562500 Penalty: 807.255920 Iteration 32Q: 3 clusters Score -262539.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -262618.875000 Penalty: 807.255920 Iteration 33Q: 3 clusters Score -262618.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -262690.156250 Penalty: 807.255920 Iteration 34Q: 3 clusters Score -262690.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -262751.843750 Penalty: 807.255920 Iteration 35Q: 3 clusters Score -262751.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -262806.562500 Penalty: 807.255920 Iteration 36Q: 3 clusters Score -262806.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -262849.093750 Penalty: 807.255920 Iteration 37Q: 3 clusters Score -262849.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -262890.250000 Penalty: 807.255920 Iteration 38Q: 3 clusters Score -262890.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -262917.906250 Penalty: 807.255920 Iteration 39Q: 3 clusters Score -262917.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -262929.718750 Penalty: 807.255920 Iteration 40F: 3 clusters Score -262929.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -262939.468750 Penalty: 807.255920 Iteration 41Q: 3 clusters Score -262939.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -262943.031250 Penalty: 807.255920 Iteration 42Q: 3 clusters Score -262943 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -262946.906250 Penalty: 807.255920 Iteration 43Q: 3 clusters Score -262946.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -262952.312500 Penalty: 807.255920 Iteration 44Q: 3 clusters Score -262952.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -262954.250000 Penalty: 807.255920 Iteration 45Q: 3 clusters Score -262954.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -262956.718750 Penalty: 807.255920 Iteration 46Q: 3 clusters Score -262956.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -262958.562500 Penalty: 807.255920 Iteration 47Q: 3 clusters Score -262958.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -262961.500000 Penalty: 807.255920 Iteration 48Q: 3 clusters Score -262961.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -262963.468750 Penalty: 807.255920 Iteration 49Q: 3 clusters Score -262963.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -262964.062500 Penalty: 807.255920 Iteration 50Q: 3 clusters Score -262964.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -262965.656250 Penalty: 807.255920 Iteration 51Q: 3 clusters Score -262965.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -262965.656250 Penalty: 807.255920 Iteration 52F: 3 clusters Score -262965.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -36554.363281 Penalty: 317.593445 Iteration 0F: 2 clusters Score -36554.36 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 572 members Entering Unmasked Estep Score: -35710.308594 Penalty: 635.186890 Iteration 0F: 3 clusters Score -35710.31 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -36041.750000 Penalty: 635.186890 Iteration 1F: 3 clusters Score -36041.75 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -36123.019531 Penalty: 635.186890 Iteration 2F: 3 clusters Score -36123.02 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -36157.109375 Penalty: 635.186890 Iteration 3Q: 3 clusters Score -36157.11 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -36189.968750 Penalty: 635.186890 Iteration 4Q: 3 clusters Score -36189.97 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -36218.945312 Penalty: 635.186890 Iteration 5Q: 3 clusters Score -36218.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -36236.160156 Penalty: 635.186890 Iteration 6Q: 3 clusters Score -36236.16 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -36249.867188 Penalty: 635.186890 Iteration 7Q: 3 clusters Score -36249.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -36259.773438 Penalty: 635.186890 Iteration 8Q: 3 clusters Score -36259.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -36266.890625 Penalty: 635.186890 Iteration 9Q: 3 clusters Score -36266.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -36272.894531 Penalty: 635.186890 Iteration 10Q: 3 clusters Score -36272.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -36278.539062 Penalty: 635.186890 Iteration 11Q: 3 clusters Score -36278.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -36279.734375 Penalty: 635.186890 Iteration 12Q: 3 clusters Score -36279.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -36280.789062 Penalty: 635.186890 Iteration 13Q: 3 clusters Score -36280.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -36281.523438 Penalty: 635.186890 Iteration 14Q: 3 clusters Score -36281.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -36281.847656 Penalty: 635.186890 Iteration 15Q: 3 clusters Score -36281.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -36282.351562 Penalty: 635.186890 Iteration 16Q: 3 clusters Score -36282.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -36282.351562 Penalty: 635.186890 Iteration 17F: 3 clusters Score -36282.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Entering Unmasked Estep Score: -391254.656250 Penalty: 423.120819 Iteration 0F: 2 clusters Score -391254.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -383972.218750 Penalty: 846.241638 Iteration 0F: 3 clusters Score -383972.2 nChanged 5130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -386898.843750 Penalty: 846.241638 Iteration 1F: 3 clusters Score -386898.8 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -387176.593750 Penalty: 846.241638 Iteration 2F: 3 clusters Score -387176.6 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -387518.062500 Penalty: 846.241638 Iteration 3F: 3 clusters Score -387518.1 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -387982.718750 Penalty: 846.241638 Iteration 4F: 3 clusters Score -387982.7 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -388540.781250 Penalty: 846.241638 Iteration 5F: 3 clusters Score -388540.8 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -389073.562500 Penalty: 846.241638 Iteration 6F: 3 clusters Score -389073.6 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -389511.250000 Penalty: 846.241638 Iteration 7F: 3 clusters Score -389511.2 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -389861.468750 Penalty: 846.241638 Iteration 8Q: 3 clusters Score -389861.5 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -390154.875000 Penalty: 846.241638 Iteration 9Q: 3 clusters Score -390154.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -390337.312500 Penalty: 846.241638 Iteration 10Q: 3 clusters Score -390337.3 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -390469.125000 Penalty: 846.241638 Iteration 11Q: 3 clusters Score -390469.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -390550.093750 Penalty: 846.241638 Iteration 12Q: 3 clusters Score -390550.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -390615.031250 Penalty: 846.241638 Iteration 13Q: 3 clusters Score -390615 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 9777 members Entering Unmasked Estep Score: -390650.468750 Penalty: 846.241638 Iteration 14Q: 3 clusters Score -390650.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -390680.718750 Penalty: 846.241638 Iteration 15Q: 3 clusters Score -390680.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -390716.812500 Penalty: 846.241638 Iteration 16Q: 3 clusters Score -390716.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -390744.156250 Penalty: 846.241638 Iteration 17Q: 3 clusters Score -390744.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 10061 members Entering Unmasked Estep Score: -390771.250000 Penalty: 846.241638 Iteration 18Q: 3 clusters Score -390771.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 10120 members Entering Unmasked Estep Score: -390795.156250 Penalty: 846.241638 Iteration 19Q: 3 clusters Score -390795.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -390811.593750 Penalty: 846.241638 Iteration 20F: 3 clusters Score -390811.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -390819.031250 Penalty: 846.241638 Iteration 21Q: 3 clusters Score -390819 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -390829.250000 Penalty: 846.241638 Iteration 22Q: 3 clusters Score -390829.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -390834.500000 Penalty: 846.241638 Iteration 23Q: 3 clusters Score -390834.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -390841.437500 Penalty: 846.241638 Iteration 24Q: 3 clusters Score -390841.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -390844.218750 Penalty: 846.241638 Iteration 25Q: 3 clusters Score -390844.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -390849.062500 Penalty: 846.241638 Iteration 26Q: 3 clusters Score -390849.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -390852.718750 Penalty: 846.241638 Iteration 27Q: 3 clusters Score -390852.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -390858.156250 Penalty: 846.241638 Iteration 28Q: 3 clusters Score -390858.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -390859.718750 Penalty: 846.241638 Iteration 29Q: 3 clusters Score -390859.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -390862.531250 Penalty: 846.241638 Iteration 30Q: 3 clusters Score -390862.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -390864.031250 Penalty: 846.241638 Iteration 31Q: 3 clusters Score -390864 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -390865.093750 Penalty: 846.241638 Iteration 32Q: 3 clusters Score -390865.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -390866.031250 Penalty: 846.241638 Iteration 33Q: 3 clusters Score -390866 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -390866.937500 Penalty: 846.241638 Iteration 34Q: 3 clusters Score -390866.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -390868.625000 Penalty: 846.241638 Iteration 35Q: 3 clusters Score -390868.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -390870.968750 Penalty: 846.241638 Iteration 36Q: 3 clusters Score -390871 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -390872.812500 Penalty: 846.241638 Iteration 37Q: 3 clusters Score -390872.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -390873.656250 Penalty: 846.241638 Iteration 38Q: 3 clusters Score -390873.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 10436 members Entering Unmasked Estep Score: -390874.375000 Penalty: 846.241638 Iteration 39Q: 3 clusters Score -390874.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 10441 members Entering Unmasked Estep Score: -390874.656250 Penalty: 846.241638 Iteration 40F: 3 clusters Score -390874.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -390875.156250 Penalty: 846.241638 Iteration 41Q: 3 clusters Score -390875.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -390877.843750 Penalty: 846.241638 Iteration 42Q: 3 clusters Score -390877.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -390879.843750 Penalty: 846.241638 Iteration 43Q: 3 clusters Score -390879.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 10470 members Entering Unmasked Estep Score: -390884.312500 Penalty: 846.241638 Iteration 44Q: 3 clusters Score -390884.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 10481 members Entering Unmasked Estep Score: -390890.312500 Penalty: 846.241638 Iteration 45Q: 3 clusters Score -390890.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -390894.500000 Penalty: 846.241638 Iteration 46Q: 3 clusters Score -390894.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 10503 members Entering Unmasked Estep Score: -390897.875000 Penalty: 846.241638 Iteration 47Q: 3 clusters Score -390897.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -390899.437500 Penalty: 846.241638 Iteration 48Q: 3 clusters Score -390899.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 10516 members Entering Unmasked Estep Score: -390900.031250 Penalty: 846.241638 Iteration 49Q: 3 clusters Score -390900 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -390901.125000 Penalty: 846.241638 Iteration 50Q: 3 clusters Score -390901.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -390902.843750 Penalty: 846.241638 Iteration 51Q: 3 clusters Score -390902.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -390902.718750 Penalty: 846.241638 Iteration 52Q: 3 clusters Score -390902.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -390903.593750 Penalty: 846.241638 Iteration 53Q: 3 clusters Score -390903.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 10535 members Entering Unmasked Estep Score: -390903.843750 Penalty: 846.241638 Iteration 54Q: 3 clusters Score -390903.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -390904.343750 Penalty: 846.241638 Iteration 55Q: 3 clusters Score -390904.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -390905.187500 Penalty: 846.241638 Iteration 56Q: 3 clusters Score -390905.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -390905.750000 Penalty: 846.241638 Iteration 57Q: 3 clusters Score -390905.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -390907.000000 Penalty: 846.241638 Iteration 58Q: 3 clusters Score -390907 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -390908.062500 Penalty: 846.241638 Iteration 59Q: 3 clusters Score -390908.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -390909.281250 Penalty: 846.241638 Iteration 60F: 3 clusters Score -390909.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -390909.718750 Penalty: 846.241638 Iteration 61Q: 3 clusters Score -390909.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 10546 members Entering Unmasked Estep Score: -390909.500000 Penalty: 846.241638 Iteration 62Q: 3 clusters Score -390909.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 10550 members Entering Unmasked Estep Score: -390910.781250 Penalty: 846.241638 Iteration 63Q: 3 clusters Score -390910.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 10554 members Entering Unmasked Estep Score: -390911.500000 Penalty: 846.241638 Iteration 64Q: 3 clusters Score -390911.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -390913.093750 Penalty: 846.241638 Iteration 65Q: 3 clusters Score -390913.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -390915.375000 Penalty: 846.241638 Iteration 66Q: 3 clusters Score -390915.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 10568 members Entering Unmasked Estep Score: -390917.093750 Penalty: 846.241638 Iteration 67Q: 3 clusters Score -390917.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -390916.781250 Penalty: 846.241638 Iteration 68Q: 3 clusters Score -390916.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -390916.781250 Penalty: 846.241638 Iteration 69F: 3 clusters Score -390916.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -61444.605469 Penalty: 349.489990 Iteration 0F: 2 clusters Score -61444.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -59865.453125 Penalty: 698.979980 Iteration 0F: 3 clusters Score -59865.45 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -60571.550781 Penalty: 698.979980 Iteration 1F: 3 clusters Score -60571.55 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -60727.890625 Penalty: 698.979980 Iteration 2F: 3 clusters Score -60727.89 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -60812.003906 Penalty: 698.979980 Iteration 3F: 3 clusters Score -60812 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -60879.570312 Penalty: 698.979980 Iteration 4Q: 3 clusters Score -60879.57 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -60911.457031 Penalty: 698.979980 Iteration 5Q: 3 clusters Score -60911.46 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -60931.195312 Penalty: 698.979980 Iteration 6Q: 3 clusters Score -60931.2 nChanged 47 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: -60949.683594 Penalty: 698.979980 Iteration 7Q: 3 clusters Score -60949.68 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -60970.695312 Penalty: 698.979980 Iteration 8Q: 3 clusters Score -60970.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -60991.640625 Penalty: 698.979980 Iteration 9Q: 3 clusters Score -60991.64 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -61010.214844 Penalty: 698.979980 Iteration 10Q: 3 clusters Score -61010.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -61023.546875 Penalty: 698.979980 Iteration 11Q: 3 clusters Score -61023.55 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -61039.964844 Penalty: 698.979980 Iteration 12Q: 3 clusters Score -61039.96 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -61060.617188 Penalty: 698.979980 Iteration 13Q: 3 clusters Score -61060.62 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -61078.441406 Penalty: 698.979980 Iteration 14Q: 3 clusters Score -61078.44 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -61103.722656 Penalty: 698.979980 Iteration 15Q: 3 clusters Score -61103.72 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -61133.855469 Penalty: 698.979980 Iteration 16Q: 3 clusters Score -61133.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -61153.324219 Penalty: 698.979980 Iteration 17Q: 3 clusters Score -61153.32 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -61173.261719 Penalty: 698.979980 Iteration 18Q: 3 clusters Score -61173.26 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -61195.890625 Penalty: 698.979980 Iteration 19Q: 3 clusters Score -61195.89 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -61206.632812 Penalty: 698.979980 Iteration 20F: 3 clusters Score -61206.63 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -61216.246094 Penalty: 698.979980 Iteration 21Q: 3 clusters Score -61216.25 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -61221.246094 Penalty: 698.979980 Iteration 22Q: 3 clusters Score -61221.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -61225.273438 Penalty: 698.979980 Iteration 23Q: 3 clusters Score -61225.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -61228.289062 Penalty: 698.979980 Iteration 24Q: 3 clusters Score -61228.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -61230.628906 Penalty: 698.979980 Iteration 25Q: 3 clusters Score -61230.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -61233.695312 Penalty: 698.979980 Iteration 26Q: 3 clusters Score -61233.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -61235.500000 Penalty: 698.979980 Iteration 27Q: 3 clusters Score -61235.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -61236.968750 Penalty: 698.979980 Iteration 28Q: 3 clusters Score -61236.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -61237.664062 Penalty: 698.979980 Iteration 29Q: 3 clusters Score -61237.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -61239.140625 Penalty: 698.979980 Iteration 30Q: 3 clusters Score -61239.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -61240.535156 Penalty: 698.979980 Iteration 31Q: 3 clusters Score -61240.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -61242.460938 Penalty: 698.979980 Iteration 32Q: 3 clusters Score -61242.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -61244.390625 Penalty: 698.979980 Iteration 33Q: 3 clusters Score -61244.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -61246.031250 Penalty: 698.979980 Iteration 34Q: 3 clusters Score -61246.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -61249.183594 Penalty: 698.979980 Iteration 35Q: 3 clusters Score -61249.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -61253.800781 Penalty: 698.979980 Iteration 36Q: 3 clusters Score -61253.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -61259.585938 Penalty: 698.979980 Iteration 37Q: 3 clusters Score -61259.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -61262.710938 Penalty: 698.979980 Iteration 38Q: 3 clusters Score -61262.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -61265.042969 Penalty: 698.979980 Iteration 39Q: 3 clusters Score -61265.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -61267.605469 Penalty: 698.979980 Iteration 40F: 3 clusters Score -61267.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -61270.378906 Penalty: 698.979980 Iteration 41Q: 3 clusters Score -61270.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -61271.738281 Penalty: 698.979980 Iteration 42Q: 3 clusters Score -61271.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -61273.773438 Penalty: 698.979980 Iteration 43Q: 3 clusters Score -61273.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -61275.011719 Penalty: 698.979980 Iteration 44Q: 3 clusters Score -61275.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -61276.132812 Penalty: 698.979980 Iteration 45Q: 3 clusters Score -61276.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -61279.238281 Penalty: 698.979980 Iteration 46Q: 3 clusters Score -61279.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -61284.027344 Penalty: 698.979980 Iteration 47Q: 3 clusters Score -61284.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -61290.757812 Penalty: 698.979980 Iteration 48Q: 3 clusters Score -61290.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -61294.945312 Penalty: 698.979980 Iteration 49Q: 3 clusters Score -61294.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -61300.292969 Penalty: 698.979980 Iteration 50Q: 3 clusters Score -61300.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -61310.597656 Penalty: 698.979980 Iteration 51Q: 3 clusters Score -61310.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -61319.375000 Penalty: 698.979980 Iteration 52Q: 3 clusters Score -61319.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -61328.394531 Penalty: 698.979980 Iteration 53Q: 3 clusters Score -61328.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -61337.894531 Penalty: 698.979980 Iteration 54Q: 3 clusters Score -61337.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -61347.992188 Penalty: 698.979980 Iteration 55Q: 3 clusters Score -61347.99 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -61361.015625 Penalty: 698.979980 Iteration 56Q: 3 clusters Score -61361.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -61379.949219 Penalty: 698.979980 Iteration 57Q: 3 clusters Score -61379.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -61397.089844 Penalty: 698.979980 Iteration 58Q: 3 clusters Score -61397.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -61407.703125 Penalty: 698.979980 Iteration 59Q: 3 clusters Score -61407.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -61418.121094 Penalty: 698.979980 Iteration 60F: 3 clusters Score -61418.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -61421.425781 Penalty: 698.979980 Iteration 61Q: 3 clusters Score -61421.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -61423.406250 Penalty: 698.979980 Iteration 62Q: 3 clusters Score -61423.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -61425.191406 Penalty: 698.979980 Iteration 63Q: 3 clusters Score -61425.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -61426.238281 Penalty: 698.979980 Iteration 64Q: 3 clusters Score -61426.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -61426.906250 Penalty: 698.979980 Iteration 65Q: 3 clusters Score -61426.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -61427.156250 Penalty: 698.979980 Iteration 66Q: 3 clusters Score -61427.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -61427.156250 Penalty: 698.979980 Iteration 67F: 3 clusters Score -61427.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Entering Unmasked Estep Score: -126201.695312 Penalty: 377.820709 Iteration 0F: 2 clusters Score -126201.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -123510.976562 Penalty: 755.641418 Iteration 0F: 3 clusters Score -123511 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -124536.414062 Penalty: 755.641418 Iteration 1F: 3 clusters Score -124536.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -124642.453125 Penalty: 755.641418 Iteration 2F: 3 clusters Score -124642.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -124741.460938 Penalty: 755.641418 Iteration 3F: 3 clusters Score -124741.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -124845.218750 Penalty: 755.641418 Iteration 4F: 3 clusters Score -124845.2 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -124949.367188 Penalty: 755.641418 Iteration 5Q: 3 clusters Score -124949.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -125066.203125 Penalty: 755.641418 Iteration 6F: 3 clusters Score -125066.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -125170.007812 Penalty: 755.641418 Iteration 7Q: 3 clusters Score -125170 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -125308.953125 Penalty: 755.641418 Iteration 8Q: 3 clusters Score -125309 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -125437.335938 Penalty: 755.641418 Iteration 9Q: 3 clusters Score -125437.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -125555.929688 Penalty: 755.641418 Iteration 10Q: 3 clusters Score -125555.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -125664.625000 Penalty: 755.641418 Iteration 11Q: 3 clusters Score -125664.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -125720.484375 Penalty: 755.641418 Iteration 12Q: 3 clusters Score -125720.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -125753.492188 Penalty: 755.641418 Iteration 13Q: 3 clusters Score -125753.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -125774.710938 Penalty: 755.641418 Iteration 14Q: 3 clusters Score -125774.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -125792.843750 Penalty: 755.641418 Iteration 15Q: 3 clusters Score -125792.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -125802.468750 Penalty: 755.641418 Iteration 16Q: 3 clusters Score -125802.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -125810.226562 Penalty: 755.641418 Iteration 17Q: 3 clusters Score -125810.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -125818.492188 Penalty: 755.641418 Iteration 18Q: 3 clusters Score -125818.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -125825.109375 Penalty: 755.641418 Iteration 19Q: 3 clusters Score -125825.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -125836.359375 Penalty: 755.641418 Iteration 20F: 3 clusters Score -125836.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -125846.773438 Penalty: 755.641418 Iteration 21Q: 3 clusters Score -125846.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -125852.156250 Penalty: 755.641418 Iteration 22Q: 3 clusters Score -125852.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -125854.437500 Penalty: 755.641418 Iteration 23Q: 3 clusters Score -125854.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -125859.460938 Penalty: 755.641418 Iteration 24Q: 3 clusters Score -125859.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -125867.156250 Penalty: 755.641418 Iteration 25Q: 3 clusters Score -125867.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -125872.937500 Penalty: 755.641418 Iteration 26Q: 3 clusters Score -125872.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -125877.695312 Penalty: 755.641418 Iteration 27Q: 3 clusters Score -125877.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -125883.414062 Penalty: 755.641418 Iteration 28Q: 3 clusters Score -125883.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -125889.367188 Penalty: 755.641418 Iteration 29Q: 3 clusters Score -125889.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -125896.937500 Penalty: 755.641418 Iteration 30Q: 3 clusters Score -125896.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -125900.828125 Penalty: 755.641418 Iteration 31Q: 3 clusters Score -125900.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -125905.085938 Penalty: 755.641418 Iteration 32Q: 3 clusters Score -125905.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -125907.617188 Penalty: 755.641418 Iteration 33Q: 3 clusters Score -125907.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -125911.367188 Penalty: 755.641418 Iteration 34Q: 3 clusters Score -125911.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -125916.156250 Penalty: 755.641418 Iteration 35Q: 3 clusters Score -125916.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -125922.093750 Penalty: 755.641418 Iteration 36Q: 3 clusters Score -125922.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -125925.796875 Penalty: 755.641418 Iteration 37Q: 3 clusters Score -125925.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -125929.289062 Penalty: 755.641418 Iteration 38Q: 3 clusters Score -125929.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -125932.492188 Penalty: 755.641418 Iteration 39Q: 3 clusters Score -125932.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -125936.289062 Penalty: 755.641418 Iteration 40F: 3 clusters Score -125936.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -125939.281250 Penalty: 755.641418 Iteration 41Q: 3 clusters Score -125939.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -125944.289062 Penalty: 755.641418 Iteration 42Q: 3 clusters Score -125944.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -125952.367188 Penalty: 755.641418 Iteration 43Q: 3 clusters Score -125952.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -125956.804688 Penalty: 755.641418 Iteration 44Q: 3 clusters Score -125956.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -125961.664062 Penalty: 755.641418 Iteration 45Q: 3 clusters Score -125961.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -125963.609375 Penalty: 755.641418 Iteration 46Q: 3 clusters Score -125963.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -125964.945312 Penalty: 755.641418 Iteration 47Q: 3 clusters Score -125964.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -125965.812500 Penalty: 755.641418 Iteration 48Q: 3 clusters Score -125965.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -125966.304688 Penalty: 755.641418 Iteration 49Q: 3 clusters Score -125966.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -125966.304688 Penalty: 755.641418 Iteration 50F: 3 clusters Score -125966.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (29971 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29971 members Entering Unmasked Estep Score: -1101573.375000 Penalty: 469.013336 Iteration 0F: 2 clusters Score -1101573 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14963 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -1081469.375000 Penalty: 938.026672 Iteration 0F: 3 clusters Score -1081469 nChanged 14492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 16748 members Entering Unmasked Estep Score: -1090685.875000 Penalty: 938.026672 Iteration 1F: 3 clusters Score -1090686 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 18155 members Entering Unmasked Estep Score: -1092142.500000 Penalty: 938.026672 Iteration 2F: 3 clusters Score -1092142 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 19803 members Entering Unmasked Estep Score: -1093797.375000 Penalty: 938.026672 Iteration 3F: 3 clusters Score -1093797 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8638 members Mstep: Class 2 contains 21333 members Entering Unmasked Estep Score: -1095209.750000 Penalty: 938.026672 Iteration 4F: 3 clusters Score -1095210 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 22719 members Entering Unmasked Estep Score: -1096306.000000 Penalty: 938.026672 Iteration 5F: 3 clusters Score -1096306 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5923 members Mstep: Class 2 contains 24048 members Entering Unmasked Estep Score: -1097237.000000 Penalty: 938.026672 Iteration 6F: 3 clusters Score -1097237 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 25251 members Entering Unmasked Estep Score: -1098009.250000 Penalty: 938.026672 Iteration 7Q: 3 clusters Score -1098009 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 26373 members Entering Unmasked Estep Score: -1098735.375000 Penalty: 938.026672 Iteration 8Q: 3 clusters Score -1098735 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 27380 members Entering Unmasked Estep Score: -1099411.500000 Penalty: 938.026672 Iteration 9Q: 3 clusters Score -1099412 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 28179 members Entering Unmasked Estep Score: -1099948.250000 Penalty: 938.026672 Iteration 10Q: 3 clusters Score -1099948 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 28794 members Entering Unmasked Estep Score: -1100388.250000 Penalty: 938.026672 Iteration 11Q: 3 clusters Score -1100388 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 29240 members Entering Unmasked Estep Score: -1100711.625000 Penalty: 938.026672 Iteration 12Q: 3 clusters Score -1100712 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 29497 members Entering Unmasked Estep Score: -1100897.750000 Penalty: 938.026672 Iteration 13Q: 3 clusters Score -1100898 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 29658 members Entering Unmasked Estep Score: -1101028.500000 Penalty: 938.026672 Iteration 14Q: 3 clusters Score -1101028 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 29744 members Entering Unmasked Estep Score: -1101096.750000 Penalty: 938.026672 Iteration 15Q: 3 clusters Score -1101097 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 29786 members Entering Unmasked Estep Score: -1101139.000000 Penalty: 938.026672 Iteration 16Q: 3 clusters Score -1101139 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 29815 members Entering Unmasked Estep Score: -1101170.875000 Penalty: 938.026672 Iteration 17Q: 3 clusters Score -1101171 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 29825 members Entering Unmasked Estep Score: -1101188.375000 Penalty: 938.026672 Iteration 18Q: 3 clusters Score -1101188 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 29827 members Entering Unmasked Estep Score: -1101195.750000 Penalty: 938.026672 Iteration 19Q: 3 clusters Score -1101196 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 29825 members Entering Unmasked Estep Score: -1101198.875000 Penalty: 938.026672 Iteration 20F: 3 clusters Score -1101199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 29826 members Entering Unmasked Estep Score: -1101199.875000 Penalty: 938.026672 Iteration 21Q: 3 clusters Score -1101200 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 29826 members Entering Unmasked Estep Score: -1101199.875000 Penalty: 938.026672 Iteration 22F: 3 clusters Score -1101200 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Entering Unmasked Estep Score: -26435.818359 Penalty: 306.908264 Iteration 0F: 2 clusters Score -26435.82 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 436 members Entering Unmasked Estep Score: -25737.369141 Penalty: 613.816528 Iteration 0F: 3 clusters Score -25737.37 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25955.812500 Penalty: 613.816528 Iteration 1F: 3 clusters Score -25955.81 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -26044.992188 Penalty: 613.816528 Iteration 2F: 3 clusters Score -26044.99 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -26095.119141 Penalty: 613.816528 Iteration 3F: 3 clusters Score -26095.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -26144.507812 Penalty: 613.816528 Iteration 4F: 3 clusters Score -26144.51 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -26171.835938 Penalty: 613.816528 Iteration 5Q: 3 clusters Score -26171.84 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -26192.353516 Penalty: 613.816528 Iteration 6Q: 3 clusters Score -26192.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -26205.119141 Penalty: 613.816528 Iteration 7Q: 3 clusters Score -26205.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -26214.007812 Penalty: 613.816528 Iteration 8Q: 3 clusters Score -26214.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -26216.253906 Penalty: 613.816528 Iteration 9Q: 3 clusters Score -26216.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -26219.382812 Penalty: 613.816528 Iteration 10Q: 3 clusters Score -26219.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -26221.699219 Penalty: 613.816528 Iteration 11Q: 3 clusters Score -26221.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -26222.951172 Penalty: 613.816528 Iteration 12Q: 3 clusters Score -26222.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -26224.355469 Penalty: 613.816528 Iteration 13Q: 3 clusters Score -26224.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -26224.890625 Penalty: 613.816528 Iteration 14Q: 3 clusters Score -26224.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -26226.183594 Penalty: 613.816528 Iteration 15Q: 3 clusters Score -26226.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -26227.140625 Penalty: 613.816528 Iteration 16Q: 3 clusters Score -26227.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -26227.140625 Penalty: 613.816528 Iteration 17F: 3 clusters Score -26227.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -3045.093262 Penalty: 230.920410 Iteration 0F: 2 clusters Score -3045.093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -2796.484619 Penalty: 461.840820 Iteration 0F: 3 clusters Score -2796.485 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -2862.781250 Penalty: 461.840820 Iteration 1F: 3 clusters Score -2862.781 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -2870.033203 Penalty: 461.840820 Iteration 2Q: 3 clusters Score -2870.033 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 44 members Entering Unmasked Estep Score: -2877.089355 Penalty: 461.840820 Iteration 3Q: 3 clusters Score -2877.089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 41 members Entering Unmasked Estep Score: -2886.246094 Penalty: 461.840820 Iteration 4Q: 3 clusters Score -2886.246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 37 members Entering Unmasked Estep Score: -2894.034912 Penalty: 461.840820 Iteration 5Q: 3 clusters Score -2894.035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2895.810059 Penalty: 461.840820 Iteration 6Q: 3 clusters Score -2895.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 36 members Entering Unmasked Estep Score: -2895.810059 Penalty: 461.840820 Iteration 7F: 3 clusters Score -2895.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -28508.701172 Penalty: 304.995056 Iteration 0F: 2 clusters Score -28508.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -27835.953125 Penalty: 609.990112 Iteration 0F: 3 clusters Score -27835.95 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -28019.968750 Penalty: 609.990112 Iteration 1F: 3 clusters Score -28019.97 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -28065.519531 Penalty: 609.990112 Iteration 2F: 3 clusters Score -28065.52 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -28096.039062 Penalty: 609.990112 Iteration 3F: 3 clusters Score -28096.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -28119.525391 Penalty: 609.990112 Iteration 4Q: 3 clusters Score -28119.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -28137.156250 Penalty: 609.990112 Iteration 5Q: 3 clusters Score -28137.16 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -28152.835938 Penalty: 609.990112 Iteration 6Q: 3 clusters Score -28152.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -28164.296875 Penalty: 609.990112 Iteration 7Q: 3 clusters Score -28164.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -28170.314453 Penalty: 609.990112 Iteration 8Q: 3 clusters Score -28170.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -28173.566406 Penalty: 609.990112 Iteration 9Q: 3 clusters Score -28173.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -28176.607422 Penalty: 609.990112 Iteration 10Q: 3 clusters Score -28176.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -28180.578125 Penalty: 609.990112 Iteration 11Q: 3 clusters Score -28180.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -28187.205078 Penalty: 609.990112 Iteration 12Q: 3 clusters Score -28187.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -28201.720703 Penalty: 609.990112 Iteration 13Q: 3 clusters Score -28201.72 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -28212.492188 Penalty: 609.990112 Iteration 14Q: 3 clusters Score -28212.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -28218.066406 Penalty: 609.990112 Iteration 15Q: 3 clusters Score -28218.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -28220.552734 Penalty: 609.990112 Iteration 16Q: 3 clusters Score -28220.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -28223.904297 Penalty: 609.990112 Iteration 17Q: 3 clusters Score -28223.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -28231.365234 Penalty: 609.990112 Iteration 18Q: 3 clusters Score -28231.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -28238.826172 Penalty: 609.990112 Iteration 19Q: 3 clusters Score -28238.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -28244.771484 Penalty: 609.990112 Iteration 20F: 3 clusters Score -28244.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -28251.552734 Penalty: 609.990112 Iteration 21Q: 3 clusters Score -28251.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -28260.689453 Penalty: 609.990112 Iteration 22Q: 3 clusters Score -28260.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -28272.423828 Penalty: 609.990112 Iteration 23Q: 3 clusters Score -28272.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -28281.154297 Penalty: 609.990112 Iteration 24Q: 3 clusters Score -28281.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -28286.042969 Penalty: 609.990112 Iteration 25Q: 3 clusters Score -28286.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -28289.744141 Penalty: 609.990112 Iteration 26Q: 3 clusters Score -28289.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -28291.814453 Penalty: 609.990112 Iteration 27Q: 3 clusters Score -28291.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -28294.400391 Penalty: 609.990112 Iteration 28Q: 3 clusters Score -28294.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -28297.896484 Penalty: 609.990112 Iteration 29Q: 3 clusters Score -28297.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -28299.669922 Penalty: 609.990112 Iteration 30Q: 3 clusters Score -28299.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -28301.964844 Penalty: 609.990112 Iteration 31Q: 3 clusters Score -28301.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -28302.652344 Penalty: 609.990112 Iteration 32Q: 3 clusters Score -28302.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -28303.097656 Penalty: 609.990112 Iteration 33Q: 3 clusters Score -28303.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -28303.097656 Penalty: 609.990112 Iteration 34F: 3 clusters Score -28303.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (29961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29961 members Entering Unmasked Estep Score: -1007556.062500 Penalty: 468.998138 Iteration 0F: 2 clusters Score -1007556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14981 members Mstep: Class 2 contains 14980 members Entering Unmasked Estep Score: -987468.000000 Penalty: 937.996277 Iteration 0F: 3 clusters Score -987468 nChanged 14446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15115 members Mstep: Class 2 contains 14846 members Entering Unmasked Estep Score: -995590.125000 Penalty: 937.996277 Iteration 1F: 3 clusters Score -995590.1 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15089 members Mstep: Class 2 contains 14872 members Entering Unmasked Estep Score: -995824.250000 Penalty: 937.996277 Iteration 2Q: 3 clusters Score -995824.2 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15043 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -996062.187500 Penalty: 937.996277 Iteration 3Q: 3 clusters Score -996062.2 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14957 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -996341.750000 Penalty: 937.996277 Iteration 4Q: 3 clusters Score -996341.8 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 15186 members Entering Unmasked Estep Score: -996775.187500 Penalty: 937.996277 Iteration 5Q: 3 clusters Score -996775.2 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14494 members Mstep: Class 2 contains 15467 members Entering Unmasked Estep Score: -997402.500000 Penalty: 937.996277 Iteration 6Q: 3 clusters Score -997402.5 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 15815 members Entering Unmasked Estep Score: -998244.000000 Penalty: 937.996277 Iteration 7F: 3 clusters Score -998244 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13694 members Mstep: Class 2 contains 16267 members Entering Unmasked Estep Score: -999410.125000 Penalty: 937.996277 Iteration 8F: 3 clusters Score -999410.1 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 16738 members Entering Unmasked Estep Score: -1000747.250000 Penalty: 937.996277 Iteration 9F: 3 clusters Score -1000747 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12759 members Mstep: Class 2 contains 17202 members Entering Unmasked Estep Score: -1001918.687500 Penalty: 937.996277 Iteration 10F: 3 clusters Score -1001919 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12407 members Mstep: Class 2 contains 17554 members Entering Unmasked Estep Score: -1002575.812500 Penalty: 937.996277 Iteration 11Q: 3 clusters Score -1002576 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 17882 members Entering Unmasked Estep Score: -1002866.625000 Penalty: 937.996277 Iteration 12Q: 3 clusters Score -1002867 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11771 members Mstep: Class 2 contains 18190 members Entering Unmasked Estep Score: -1003026.187500 Penalty: 937.996277 Iteration 13Q: 3 clusters Score -1003026 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11429 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -1003177.187500 Penalty: 937.996277 Iteration 14Q: 3 clusters Score -1003177 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -1003321.000000 Penalty: 937.996277 Iteration 15Q: 3 clusters Score -1003321 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 19239 members Entering Unmasked Estep Score: -1003461.062500 Penalty: 937.996277 Iteration 16Q: 3 clusters Score -1003461 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 19566 members Entering Unmasked Estep Score: -1003580.250000 Penalty: 937.996277 Iteration 17Q: 3 clusters Score -1003580 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10055 members Mstep: Class 2 contains 19906 members Entering Unmasked Estep Score: -1003712.687500 Penalty: 937.996277 Iteration 18Q: 3 clusters Score -1003713 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 20281 members Entering Unmasked Estep Score: -1003857.375000 Penalty: 937.996277 Iteration 19Q: 3 clusters Score -1003857 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 20683 members Entering Unmasked Estep Score: -1004005.625000 Penalty: 937.996277 Iteration 20F: 3 clusters Score -1004006 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 21071 members Entering Unmasked Estep Score: -1004139.250000 Penalty: 937.996277 Iteration 21Q: 3 clusters Score -1004139 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 21460 members Entering Unmasked Estep Score: -1004280.000000 Penalty: 937.996277 Iteration 22Q: 3 clusters Score -1004280 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 21817 members Entering Unmasked Estep Score: -1004397.000000 Penalty: 937.996277 Iteration 23Q: 3 clusters Score -1004397 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Mstep: Class 2 contains 22202 members Entering Unmasked Estep Score: -1004535.437500 Penalty: 937.996277 Iteration 24Q: 3 clusters Score -1004535 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7367 members Mstep: Class 2 contains 22594 members Entering Unmasked Estep Score: -1004672.562500 Penalty: 937.996277 Iteration 25Q: 3 clusters Score -1004673 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -1004819.625000 Penalty: 937.996277 Iteration 26Q: 3 clusters Score -1004820 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6558 members Mstep: Class 2 contains 23403 members Entering Unmasked Estep Score: -1004962.750000 Penalty: 937.996277 Iteration 27Q: 3 clusters Score -1004963 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 23766 members Entering Unmasked Estep Score: -1005095.562500 Penalty: 937.996277 Iteration 28Q: 3 clusters Score -1005096 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5847 members Mstep: Class 2 contains 24114 members Entering Unmasked Estep Score: -1005220.062500 Penalty: 937.996277 Iteration 29Q: 3 clusters Score -1005220 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 24432 members Entering Unmasked Estep Score: -1005336.875000 Penalty: 937.996277 Iteration 30Q: 3 clusters Score -1005337 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 24771 members Entering Unmasked Estep Score: -1005460.875000 Penalty: 937.996277 Iteration 31Q: 3 clusters Score -1005461 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 25079 members Entering Unmasked Estep Score: -1005559.625000 Penalty: 937.996277 Iteration 32Q: 3 clusters Score -1005560 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4563 members Mstep: Class 2 contains 25398 members Entering Unmasked Estep Score: -1005666.062500 Penalty: 937.996277 Iteration 33Q: 3 clusters Score -1005666 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 25692 members Entering Unmasked Estep Score: -1005763.687500 Penalty: 937.996277 Iteration 34Q: 3 clusters Score -1005764 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -1005861.125000 Penalty: 937.996277 Iteration 35Q: 3 clusters Score -1005861 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 26250 members Entering Unmasked Estep Score: -1005935.750000 Penalty: 937.996277 Iteration 36Q: 3 clusters Score -1005936 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 26502 members Entering Unmasked Estep Score: -1006005.750000 Penalty: 937.996277 Iteration 37Q: 3 clusters Score -1006006 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 26753 members Entering Unmasked Estep Score: -1006073.750000 Penalty: 937.996277 Iteration 38Q: 3 clusters Score -1006074 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 27008 members Entering Unmasked Estep Score: -1006155.750000 Penalty: 937.996277 Iteration 39Q: 3 clusters Score -1006156 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 27248 members Entering Unmasked Estep Score: -1006234.500000 Penalty: 937.996277 Iteration 40F: 3 clusters Score -1006234 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 27507 members Entering Unmasked Estep Score: -1006327.812500 Penalty: 937.996277 Iteration 41Q: 3 clusters Score -1006328 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 27770 members Entering Unmasked Estep Score: -1006435.625000 Penalty: 937.996277 Iteration 42Q: 3 clusters Score -1006436 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 28009 members Entering Unmasked Estep Score: -1006532.812500 Penalty: 937.996277 Iteration 43Q: 3 clusters Score -1006533 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 28238 members Entering Unmasked Estep Score: -1006629.625000 Penalty: 937.996277 Iteration 44Q: 3 clusters Score -1006630 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 28405 members Entering Unmasked Estep Score: -1006688.500000 Penalty: 937.996277 Iteration 45Q: 3 clusters Score -1006688 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 28561 members Entering Unmasked Estep Score: -1006747.562500 Penalty: 937.996277 Iteration 46Q: 3 clusters Score -1006748 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 28713 members Entering Unmasked Estep Score: -1006813.187500 Penalty: 937.996277 Iteration 47Q: 3 clusters Score -1006813 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 28848 members Entering Unmasked Estep Score: -1006875.250000 Penalty: 937.996277 Iteration 48Q: 3 clusters Score -1006875 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 28961 members Entering Unmasked Estep Score: -1006915.937500 Penalty: 937.996277 Iteration 49Q: 3 clusters Score -1006916 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 29047 members Entering Unmasked Estep Score: -1006946.875000 Penalty: 937.996277 Iteration 50Q: 3 clusters Score -1006947 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 29128 members Entering Unmasked Estep Score: -1006981.625000 Penalty: 937.996277 Iteration 51Q: 3 clusters Score -1006982 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 29194 members Entering Unmasked Estep Score: -1007010.437500 Penalty: 937.996277 Iteration 52Q: 3 clusters Score -1007010 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 29254 members Entering Unmasked Estep Score: -1007038.125000 Penalty: 937.996277 Iteration 53Q: 3 clusters Score -1007038 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 29298 members Entering Unmasked Estep Score: -1007052.500000 Penalty: 937.996277 Iteration 54Q: 3 clusters Score -1007052 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 29327 members Entering Unmasked Estep Score: -1007064.187500 Penalty: 937.996277 Iteration 55Q: 3 clusters Score -1007064 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 29350 members Entering Unmasked Estep Score: -1007071.500000 Penalty: 937.996277 Iteration 56Q: 3 clusters Score -1007072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 29371 members Entering Unmasked Estep Score: -1007079.937500 Penalty: 937.996277 Iteration 57Q: 3 clusters Score -1007080 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 29391 members Entering Unmasked Estep Score: -1007085.750000 Penalty: 937.996277 Iteration 58Q: 3 clusters Score -1007086 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 29417 members Entering Unmasked Estep Score: -1007094.562500 Penalty: 937.996277 Iteration 59Q: 3 clusters Score -1007095 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 29443 members Entering Unmasked Estep Score: -1007103.750000 Penalty: 937.996277 Iteration 60F: 3 clusters Score -1007104 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 29457 members Entering Unmasked Estep Score: -1007106.062500 Penalty: 937.996277 Iteration 61Q: 3 clusters Score -1007106 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 29476 members Entering Unmasked Estep Score: -1007114.187500 Penalty: 937.996277 Iteration 62Q: 3 clusters Score -1007114 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 29496 members Entering Unmasked Estep Score: -1007125.625000 Penalty: 937.996277 Iteration 63Q: 3 clusters Score -1007126 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 29516 members Entering Unmasked Estep Score: -1007132.875000 Penalty: 937.996277 Iteration 64Q: 3 clusters Score -1007133 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 29530 members Entering Unmasked Estep Score: -1007135.250000 Penalty: 937.996277 Iteration 65Q: 3 clusters Score -1007135 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 29544 members Entering Unmasked Estep Score: -1007138.812500 Penalty: 937.996277 Iteration 66Q: 3 clusters Score -1007139 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 29558 members Entering Unmasked Estep Score: -1007145.375000 Penalty: 937.996277 Iteration 67Q: 3 clusters Score -1007145 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 29572 members Entering Unmasked Estep Score: -1007150.562500 Penalty: 937.996277 Iteration 68Q: 3 clusters Score -1007151 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 29588 members Entering Unmasked Estep Score: -1007156.062500 Penalty: 937.996277 Iteration 69Q: 3 clusters Score -1007156 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 29602 members Entering Unmasked Estep Score: -1007161.687500 Penalty: 937.996277 Iteration 70Q: 3 clusters Score -1007162 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 29613 members Entering Unmasked Estep Score: -1007167.375000 Penalty: 937.996277 Iteration 71Q: 3 clusters Score -1007167 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 29625 members Entering Unmasked Estep Score: -1007176.375000 Penalty: 937.996277 Iteration 72Q: 3 clusters Score -1007176 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 29640 members Entering Unmasked Estep Score: -1007182.125000 Penalty: 937.996277 Iteration 73Q: 3 clusters Score -1007182 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 29649 members Entering Unmasked Estep Score: -1007185.625000 Penalty: 937.996277 Iteration 74Q: 3 clusters Score -1007186 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 29657 members Entering Unmasked Estep Score: -1007187.937500 Penalty: 937.996277 Iteration 75Q: 3 clusters Score -1007188 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 29659 members Entering Unmasked Estep Score: -1007188.687500 Penalty: 937.996277 Iteration 76Q: 3 clusters Score -1007189 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 29659 members Entering Unmasked Estep Score: -1007188.687500 Penalty: 937.996277 Iteration 77F: 3 clusters Score -1007189 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Entering Unmasked Estep Score: -31204.500000 Penalty: 314.348358 Iteration 0F: 2 clusters Score -31204.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -30410.906250 Penalty: 628.696716 Iteration 0F: 3 clusters Score -30410.91 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -30670.267578 Penalty: 628.696716 Iteration 1F: 3 clusters Score -30670.27 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -30717.076172 Penalty: 628.696716 Iteration 2F: 3 clusters Score -30717.08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -30746.632812 Penalty: 628.696716 Iteration 3Q: 3 clusters Score -30746.63 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -30769.861328 Penalty: 628.696716 Iteration 4Q: 3 clusters Score -30769.86 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -30788.580078 Penalty: 628.696716 Iteration 5Q: 3 clusters Score -30788.58 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -30810.365234 Penalty: 628.696716 Iteration 6Q: 3 clusters Score -30810.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -30822.531250 Penalty: 628.696716 Iteration 7Q: 3 clusters Score -30822.53 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -30834.960938 Penalty: 628.696716 Iteration 8Q: 3 clusters Score -30834.96 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -30844.759766 Penalty: 628.696716 Iteration 9Q: 3 clusters Score -30844.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -30856.640625 Penalty: 628.696716 Iteration 10Q: 3 clusters Score -30856.64 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -30866.322266 Penalty: 628.696716 Iteration 11Q: 3 clusters Score -30866.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -30871.472656 Penalty: 628.696716 Iteration 12Q: 3 clusters Score -30871.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -30874.445312 Penalty: 628.696716 Iteration 13Q: 3 clusters Score -30874.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -30879.707031 Penalty: 628.696716 Iteration 14Q: 3 clusters Score -30879.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -30885.263672 Penalty: 628.696716 Iteration 15Q: 3 clusters Score -30885.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -30890.029297 Penalty: 628.696716 Iteration 16Q: 3 clusters Score -30890.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -30893.712891 Penalty: 628.696716 Iteration 17Q: 3 clusters Score -30893.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -30894.533203 Penalty: 628.696716 Iteration 18Q: 3 clusters Score -30894.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -30894.628906 Penalty: 628.696716 Iteration 19Q: 3 clusters Score -30894.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -30894.775391 Penalty: 628.696716 Iteration 20F: 3 clusters Score -30894.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -68139.523438 Penalty: 344.220032 Iteration 0F: 2 clusters Score -68139.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -66759.867188 Penalty: 688.440063 Iteration 0F: 3 clusters Score -66759.87 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -67199.710938 Penalty: 688.440063 Iteration 1F: 3 clusters Score -67199.71 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -67282.710938 Penalty: 688.440063 Iteration 2F: 3 clusters Score -67282.71 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -67349.664062 Penalty: 688.440063 Iteration 3F: 3 clusters Score -67349.66 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -67414.320312 Penalty: 688.440063 Iteration 4F: 3 clusters Score -67414.32 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -67468.515625 Penalty: 688.440063 Iteration 5F: 3 clusters Score -67468.52 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -67503.007812 Penalty: 688.440063 Iteration 6Q: 3 clusters Score -67503.01 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -67523.062500 Penalty: 688.440063 Iteration 7Q: 3 clusters Score -67523.06 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -67540.882812 Penalty: 688.440063 Iteration 8Q: 3 clusters Score -67540.88 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -67557.140625 Penalty: 688.440063 Iteration 9Q: 3 clusters Score -67557.14 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -67572.257812 Penalty: 688.440063 Iteration 10Q: 3 clusters Score -67572.26 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -67594.664062 Penalty: 688.440063 Iteration 11Q: 3 clusters Score -67594.66 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -67629.734375 Penalty: 688.440063 Iteration 12Q: 3 clusters Score -67629.73 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -67671.406250 Penalty: 688.440063 Iteration 13Q: 3 clusters Score -67671.41 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -67719.648438 Penalty: 688.440063 Iteration 14Q: 3 clusters Score -67719.65 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -67776.289062 Penalty: 688.440063 Iteration 15Q: 3 clusters Score -67776.29 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -67837.742188 Penalty: 688.440063 Iteration 16Q: 3 clusters Score -67837.74 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -67899.718750 Penalty: 688.440063 Iteration 17Q: 3 clusters Score -67899.72 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -67955.757812 Penalty: 688.440063 Iteration 18Q: 3 clusters Score -67955.76 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -68022.078125 Penalty: 688.440063 Iteration 19Q: 3 clusters Score -68022.08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -68067.117188 Penalty: 688.440063 Iteration 20F: 3 clusters Score -68067.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -68089.781250 Penalty: 688.440063 Iteration 21Q: 3 clusters Score -68089.78 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -68101.718750 Penalty: 688.440063 Iteration 22Q: 3 clusters Score -68101.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -68112.757812 Penalty: 688.440063 Iteration 23Q: 3 clusters Score -68112.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -68117.203125 Penalty: 688.440063 Iteration 24Q: 3 clusters Score -68117.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68117.945312 Penalty: 688.440063 Iteration 25Q: 3 clusters Score -68117.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -68117.945312 Penalty: 688.440063 Iteration 26F: 3 clusters Score -68117.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Entering Unmasked Estep Score: -24123.257812 Penalty: 312.303040 Iteration 0F: 2 clusters Score -24123.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -23324.640625 Penalty: 624.606079 Iteration 0F: 3 clusters Score -23324.64 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -23609.697266 Penalty: 624.606079 Iteration 1F: 3 clusters Score -23609.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -23674.906250 Penalty: 624.606079 Iteration 2F: 3 clusters Score -23674.91 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -23707.904297 Penalty: 624.606079 Iteration 3F: 3 clusters Score -23707.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -23738.005859 Penalty: 624.606079 Iteration 4Q: 3 clusters Score -23738.01 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -23753.773438 Penalty: 624.606079 Iteration 5Q: 3 clusters Score -23753.77 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -23765.984375 Penalty: 624.606079 Iteration 6Q: 3 clusters Score -23765.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -23773.427734 Penalty: 624.606079 Iteration 7Q: 3 clusters Score -23773.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -23777.966797 Penalty: 624.606079 Iteration 8Q: 3 clusters Score -23777.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -23782.763672 Penalty: 624.606079 Iteration 9Q: 3 clusters Score -23782.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -23786.121094 Penalty: 624.606079 Iteration 10Q: 3 clusters Score -23786.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -23788.878906 Penalty: 624.606079 Iteration 11Q: 3 clusters Score -23788.88 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -23798.916016 Penalty: 624.606079 Iteration 12Q: 3 clusters Score -23798.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -23815.820312 Penalty: 624.606079 Iteration 13Q: 3 clusters Score -23815.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -23833.748047 Penalty: 624.606079 Iteration 14Q: 3 clusters Score -23833.75 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -23855.267578 Penalty: 624.606079 Iteration 15Q: 3 clusters Score -23855.27 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -23887.703125 Penalty: 624.606079 Iteration 16Q: 3 clusters Score -23887.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -23903.203125 Penalty: 624.606079 Iteration 17Q: 3 clusters Score -23903.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -23918.851562 Penalty: 624.606079 Iteration 18Q: 3 clusters Score -23918.85 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -23942.099609 Penalty: 624.606079 Iteration 19Q: 3 clusters Score -23942.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -23965.123047 Penalty: 624.606079 Iteration 20F: 3 clusters Score -23965.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -23987.798828 Penalty: 624.606079 Iteration 21Q: 3 clusters Score -23987.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -24005.404297 Penalty: 624.606079 Iteration 22Q: 3 clusters Score -24005.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -24011.363281 Penalty: 624.606079 Iteration 23Q: 3 clusters Score -24011.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -24014.513672 Penalty: 624.606079 Iteration 24Q: 3 clusters Score -24014.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -24018.248047 Penalty: 624.606079 Iteration 25Q: 3 clusters Score -24018.25 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -24020.291016 Penalty: 624.606079 Iteration 26Q: 3 clusters Score -24020.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -24021.619141 Penalty: 624.606079 Iteration 27Q: 3 clusters Score -24021.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -24021.732422 Penalty: 624.606079 Iteration 28Q: 3 clusters Score -24021.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -24021.732422 Penalty: 624.606079 Iteration 29F: 3 clusters Score -24021.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (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: -38913.472656 Penalty: 322.370422 Iteration 0F: 2 clusters Score -38913.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -37980.949219 Penalty: 644.740845 Iteration 0F: 3 clusters Score -37980.95 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -38284.097656 Penalty: 644.740845 Iteration 1F: 3 clusters Score -38284.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -38371.359375 Penalty: 644.740845 Iteration 2F: 3 clusters Score -38371.36 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -38435.714844 Penalty: 644.740845 Iteration 3F: 3 clusters Score -38435.71 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -38491.140625 Penalty: 644.740845 Iteration 4F: 3 clusters Score -38491.14 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -38525.609375 Penalty: 644.740845 Iteration 5Q: 3 clusters Score -38525.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -38557.121094 Penalty: 644.740845 Iteration 6Q: 3 clusters Score -38557.12 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -38582.308594 Penalty: 644.740845 Iteration 7Q: 3 clusters Score -38582.31 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -38601.957031 Penalty: 644.740845 Iteration 8Q: 3 clusters Score -38601.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -38615.539062 Penalty: 644.740845 Iteration 9Q: 3 clusters Score -38615.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -38625.824219 Penalty: 644.740845 Iteration 10Q: 3 clusters Score -38625.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -38632.722656 Penalty: 644.740845 Iteration 11Q: 3 clusters Score -38632.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -38638.871094 Penalty: 644.740845 Iteration 12Q: 3 clusters Score -38638.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -38642.203125 Penalty: 644.740845 Iteration 13Q: 3 clusters Score -38642.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -38646.640625 Penalty: 644.740845 Iteration 14Q: 3 clusters Score -38646.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -38650.863281 Penalty: 644.740845 Iteration 15Q: 3 clusters Score -38650.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -38652.128906 Penalty: 644.740845 Iteration 16Q: 3 clusters Score -38652.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -38652.527344 Penalty: 644.740845 Iteration 17Q: 3 clusters Score -38652.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -38652.953125 Penalty: 644.740845 Iteration 18Q: 3 clusters Score -38652.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -38653.445312 Penalty: 644.740845 Iteration 19Q: 3 clusters Score -38653.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -38653.492188 Penalty: 644.740845 Iteration 20F: 3 clusters Score -38653.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Entering Unmasked Estep Score: -91969.882812 Penalty: 356.662567 Iteration 0F: 2 clusters Score -91969.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -90176.335938 Penalty: 713.325134 Iteration 0F: 3 clusters Score -90176.34 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -90820.507812 Penalty: 713.325134 Iteration 1F: 3 clusters Score -90820.51 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -90915.875000 Penalty: 713.325134 Iteration 2F: 3 clusters Score -90915.88 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -90984.187500 Penalty: 713.325134 Iteration 3F: 3 clusters Score -90984.19 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -91041.710938 Penalty: 713.325134 Iteration 4F: 3 clusters Score -91041.71 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -91088.328125 Penalty: 713.325134 Iteration 5Q: 3 clusters Score -91088.33 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -91141.085938 Penalty: 713.325134 Iteration 6Q: 3 clusters Score -91141.09 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -91205.320312 Penalty: 713.325134 Iteration 7Q: 3 clusters Score -91205.32 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -91283.312500 Penalty: 713.325134 Iteration 8Q: 3 clusters Score -91283.31 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -91363.070312 Penalty: 713.325134 Iteration 9Q: 3 clusters Score -91363.07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -91436.093750 Penalty: 713.325134 Iteration 10Q: 3 clusters Score -91436.09 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -91509.812500 Penalty: 713.325134 Iteration 11Q: 3 clusters Score -91509.81 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -91566.179688 Penalty: 713.325134 Iteration 12Q: 3 clusters Score -91566.18 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -91609.960938 Penalty: 713.325134 Iteration 13Q: 3 clusters Score -91609.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -91629.351562 Penalty: 713.325134 Iteration 14Q: 3 clusters Score -91629.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -91643.109375 Penalty: 713.325134 Iteration 15Q: 3 clusters Score -91643.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -91650.914062 Penalty: 713.325134 Iteration 16Q: 3 clusters Score -91650.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -91655.585938 Penalty: 713.325134 Iteration 17Q: 3 clusters Score -91655.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -91663.296875 Penalty: 713.325134 Iteration 18Q: 3 clusters Score -91663.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -91670.414062 Penalty: 713.325134 Iteration 19Q: 3 clusters Score -91670.41 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -91676.546875 Penalty: 713.325134 Iteration 20F: 3 clusters Score -91676.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -91683.734375 Penalty: 713.325134 Iteration 21Q: 3 clusters Score -91683.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -91689.453125 Penalty: 713.325134 Iteration 22Q: 3 clusters Score -91689.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -91695.765625 Penalty: 713.325134 Iteration 23Q: 3 clusters Score -91695.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -91698.921875 Penalty: 713.325134 Iteration 24Q: 3 clusters Score -91698.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -91700.156250 Penalty: 713.325134 Iteration 25Q: 3 clusters Score -91700.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -91701.070312 Penalty: 713.325134 Iteration 26Q: 3 clusters Score -91701.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -91704.468750 Penalty: 713.325134 Iteration 27Q: 3 clusters Score -91704.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -91708.726562 Penalty: 713.325134 Iteration 28Q: 3 clusters Score -91708.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -91713.453125 Penalty: 713.325134 Iteration 29Q: 3 clusters Score -91713.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -91717.187500 Penalty: 713.325134 Iteration 30Q: 3 clusters Score -91717.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -91719.359375 Penalty: 713.325134 Iteration 31Q: 3 clusters Score -91719.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -91720.835938 Penalty: 713.325134 Iteration 32Q: 3 clusters Score -91720.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -91721.468750 Penalty: 713.325134 Iteration 33Q: 3 clusters Score -91721.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -91721.468750 Penalty: 713.325134 Iteration 34F: 3 clusters Score -91721.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Entering Unmasked Estep Score: -140130.875000 Penalty: 377.989380 Iteration 0F: 2 clusters Score -140130.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -137365.546875 Penalty: 755.978760 Iteration 0F: 3 clusters Score -137365.5 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -138450.125000 Penalty: 755.978760 Iteration 1F: 3 clusters Score -138450.1 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -138665.562500 Penalty: 755.978760 Iteration 2F: 3 clusters Score -138665.6 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -138892.031250 Penalty: 755.978760 Iteration 3F: 3 clusters Score -138892 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -139086.265625 Penalty: 755.978760 Iteration 4F: 3 clusters Score -139086.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -139225.140625 Penalty: 755.978760 Iteration 5F: 3 clusters Score -139225.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -139323.781250 Penalty: 755.978760 Iteration 6Q: 3 clusters Score -139323.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -139390.515625 Penalty: 755.978760 Iteration 7Q: 3 clusters Score -139390.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -139432.218750 Penalty: 755.978760 Iteration 8Q: 3 clusters Score -139432.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -139469.546875 Penalty: 755.978760 Iteration 9Q: 3 clusters Score -139469.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -139499.375000 Penalty: 755.978760 Iteration 10Q: 3 clusters Score -139499.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -139521.765625 Penalty: 755.978760 Iteration 11Q: 3 clusters Score -139521.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -139538.875000 Penalty: 755.978760 Iteration 12Q: 3 clusters Score -139538.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -139557.312500 Penalty: 755.978760 Iteration 13Q: 3 clusters Score -139557.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -139575.953125 Penalty: 755.978760 Iteration 14Q: 3 clusters Score -139576 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -139593.750000 Penalty: 755.978760 Iteration 15Q: 3 clusters Score -139593.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -139608.515625 Penalty: 755.978760 Iteration 16Q: 3 clusters Score -139608.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -139623.078125 Penalty: 755.978760 Iteration 17Q: 3 clusters Score -139623.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -139636.500000 Penalty: 755.978760 Iteration 18Q: 3 clusters Score -139636.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -139649.656250 Penalty: 755.978760 Iteration 19Q: 3 clusters Score -139649.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -139657.250000 Penalty: 755.978760 Iteration 20F: 3 clusters Score -139657.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -139665.500000 Penalty: 755.978760 Iteration 21Q: 3 clusters Score -139665.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -139678.343750 Penalty: 755.978760 Iteration 22Q: 3 clusters Score -139678.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -139695.953125 Penalty: 755.978760 Iteration 23Q: 3 clusters Score -139696 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -139712.156250 Penalty: 755.978760 Iteration 24Q: 3 clusters Score -139712.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -139729.828125 Penalty: 755.978760 Iteration 25Q: 3 clusters Score -139729.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -139749.187500 Penalty: 755.978760 Iteration 26Q: 3 clusters Score -139749.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -139762.125000 Penalty: 755.978760 Iteration 27Q: 3 clusters Score -139762.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -139771.281250 Penalty: 755.978760 Iteration 28Q: 3 clusters Score -139771.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -139777.109375 Penalty: 755.978760 Iteration 29Q: 3 clusters Score -139777.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -139785.187500 Penalty: 755.978760 Iteration 30Q: 3 clusters Score -139785.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -139791.718750 Penalty: 755.978760 Iteration 31Q: 3 clusters Score -139791.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -139795.828125 Penalty: 755.978760 Iteration 32Q: 3 clusters Score -139795.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -139798.125000 Penalty: 755.978760 Iteration 33Q: 3 clusters Score -139798.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -139798.515625 Penalty: 755.978760 Iteration 34Q: 3 clusters Score -139798.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -139798.515625 Penalty: 755.978760 Iteration 35F: 3 clusters Score -139798.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (14500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14500 members Entering Unmasked Estep Score: -491332.531250 Penalty: 435.976593 Iteration 0F: 2 clusters Score -491332.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 7229 members Entering Unmasked Estep Score: -481692.250000 Penalty: 871.953186 Iteration 0F: 3 clusters Score -481692.2 nChanged 6795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -485695.468750 Penalty: 871.953186 Iteration 1F: 3 clusters Score -485695.5 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8042 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -486153.062500 Penalty: 871.953186 Iteration 2F: 3 clusters Score -486153.1 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -486792.125000 Penalty: 871.953186 Iteration 3F: 3 clusters Score -486792.1 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -487661.593750 Penalty: 871.953186 Iteration 4F: 3 clusters Score -487661.6 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -488563.093750 Penalty: 871.953186 Iteration 5F: 3 clusters Score -488563.1 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -489174.937500 Penalty: 871.953186 Iteration 6F: 3 clusters Score -489174.9 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -489513.375000 Penalty: 871.953186 Iteration 7Q: 3 clusters Score -489513.4 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -489715.781250 Penalty: 871.953186 Iteration 8Q: 3 clusters Score -489715.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -489860.843750 Penalty: 871.953186 Iteration 9Q: 3 clusters Score -489860.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11014 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -489985.437500 Penalty: 871.953186 Iteration 10Q: 3 clusters Score -489985.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -490099.000000 Penalty: 871.953186 Iteration 11Q: 3 clusters Score -490099 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11367 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -490184.875000 Penalty: 871.953186 Iteration 12Q: 3 clusters Score -490184.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11548 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -490268.093750 Penalty: 871.953186 Iteration 13Q: 3 clusters Score -490268.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11725 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -490343.968750 Penalty: 871.953186 Iteration 14Q: 3 clusters Score -490344 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -490401.718750 Penalty: 871.953186 Iteration 15Q: 3 clusters Score -490401.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -490451.562500 Penalty: 871.953186 Iteration 16Q: 3 clusters Score -490451.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12159 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -490503.062500 Penalty: 871.953186 Iteration 17Q: 3 clusters Score -490503.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12291 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -490545.875000 Penalty: 871.953186 Iteration 18Q: 3 clusters Score -490545.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -490592.312500 Penalty: 871.953186 Iteration 19Q: 3 clusters Score -490592.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -490631.156250 Penalty: 871.953186 Iteration 20F: 3 clusters Score -490631.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -490668.375000 Penalty: 871.953186 Iteration 21Q: 3 clusters Score -490668.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -490701.375000 Penalty: 871.953186 Iteration 22Q: 3 clusters Score -490701.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -490740.437500 Penalty: 871.953186 Iteration 23Q: 3 clusters Score -490740.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -490771.937500 Penalty: 871.953186 Iteration 24Q: 3 clusters Score -490771.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -490800.343750 Penalty: 871.953186 Iteration 25Q: 3 clusters Score -490800.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13111 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -490825.031250 Penalty: 871.953186 Iteration 26Q: 3 clusters Score -490825 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -490851.750000 Penalty: 871.953186 Iteration 27Q: 3 clusters Score -490851.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -490876.500000 Penalty: 871.953186 Iteration 28Q: 3 clusters Score -490876.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -490900.750000 Penalty: 871.953186 Iteration 29Q: 3 clusters Score -490900.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -490928.562500 Penalty: 871.953186 Iteration 30Q: 3 clusters Score -490928.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13441 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -490956.500000 Penalty: 871.953186 Iteration 31Q: 3 clusters Score -490956.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13516 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -490986.000000 Penalty: 871.953186 Iteration 32Q: 3 clusters Score -490986 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13576 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -491014.906250 Penalty: 871.953186 Iteration 33Q: 3 clusters Score -491014.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13636 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -491039.468750 Penalty: 871.953186 Iteration 34Q: 3 clusters Score -491039.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13679 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -491052.281250 Penalty: 871.953186 Iteration 35Q: 3 clusters Score -491052.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13717 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -491063.437500 Penalty: 871.953186 Iteration 36Q: 3 clusters Score -491063.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13752 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -491072.312500 Penalty: 871.953186 Iteration 37Q: 3 clusters Score -491072.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13786 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -491083.093750 Penalty: 871.953186 Iteration 38Q: 3 clusters Score -491083.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13812 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -491088.375000 Penalty: 871.953186 Iteration 39Q: 3 clusters Score -491088.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13836 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -491094.437500 Penalty: 871.953186 Iteration 40F: 3 clusters Score -491094.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13857 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -491100.312500 Penalty: 871.953186 Iteration 41Q: 3 clusters Score -491100.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -491107.031250 Penalty: 871.953186 Iteration 42Q: 3 clusters Score -491107 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13899 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -491112.718750 Penalty: 871.953186 Iteration 43Q: 3 clusters Score -491112.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13917 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -491116.812500 Penalty: 871.953186 Iteration 44Q: 3 clusters Score -491116.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13929 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -491119.406250 Penalty: 871.953186 Iteration 45Q: 3 clusters Score -491119.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -491120.968750 Penalty: 871.953186 Iteration 46Q: 3 clusters Score -491121 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13948 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -491123.375000 Penalty: 871.953186 Iteration 47Q: 3 clusters Score -491123.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -491125.218750 Penalty: 871.953186 Iteration 48Q: 3 clusters Score -491125.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13968 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -491127.125000 Penalty: 871.953186 Iteration 49Q: 3 clusters Score -491127.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -491127.781250 Penalty: 871.953186 Iteration 50Q: 3 clusters Score -491127.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -491129.812500 Penalty: 871.953186 Iteration 51Q: 3 clusters Score -491129.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -491132.406250 Penalty: 871.953186 Iteration 52Q: 3 clusters Score -491132.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -491135.625000 Penalty: 871.953186 Iteration 53Q: 3 clusters Score -491135.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14015 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -491138.125000 Penalty: 871.953186 Iteration 54Q: 3 clusters Score -491138.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -491139.500000 Penalty: 871.953186 Iteration 55Q: 3 clusters Score -491139.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14034 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -491142.437500 Penalty: 871.953186 Iteration 56Q: 3 clusters Score -491142.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14043 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -491144.000000 Penalty: 871.953186 Iteration 57Q: 3 clusters Score -491144 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14054 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -491144.875000 Penalty: 871.953186 Iteration 58Q: 3 clusters Score -491144.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -491147.375000 Penalty: 871.953186 Iteration 59Q: 3 clusters Score -491147.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14068 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -491149.468750 Penalty: 871.953186 Iteration 60F: 3 clusters Score -491149.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14073 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -491150.343750 Penalty: 871.953186 Iteration 61Q: 3 clusters Score -491150.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -491150.656250 Penalty: 871.953186 Iteration 62Q: 3 clusters Score -491150.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14076 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -491151.125000 Penalty: 871.953186 Iteration 63Q: 3 clusters Score -491151.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -491151.750000 Penalty: 871.953186 Iteration 64Q: 3 clusters Score -491151.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14080 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -491151.468750 Penalty: 871.953186 Iteration 65Q: 3 clusters Score -491151.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14082 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -491152.000000 Penalty: 871.953186 Iteration 66Q: 3 clusters Score -491152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -491153.125000 Penalty: 871.953186 Iteration 67Q: 3 clusters Score -491153.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14092 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -491154.656250 Penalty: 871.953186 Iteration 68Q: 3 clusters Score -491154.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -491157.687500 Penalty: 871.953186 Iteration 69Q: 3 clusters Score -491157.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -491157.843750 Penalty: 871.953186 Iteration 70Q: 3 clusters Score -491157.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -491158.687500 Penalty: 871.953186 Iteration 71Q: 3 clusters Score -491158.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -491159.500000 Penalty: 871.953186 Iteration 72Q: 3 clusters Score -491159.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14108 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -491159.500000 Penalty: 871.953186 Iteration 73F: 3 clusters Score -491159.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Entering Unmasked Estep Score: -12964.722656 Penalty: 277.462372 Iteration 0F: 2 clusters Score -12964.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -12521.663086 Penalty: 554.924744 Iteration 0F: 3 clusters Score -12521.66 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -12660.385742 Penalty: 554.924744 Iteration 1F: 3 clusters Score -12660.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -12699.458984 Penalty: 554.924744 Iteration 2F: 3 clusters Score -12699.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -12719.273438 Penalty: 554.924744 Iteration 3Q: 3 clusters Score -12719.27 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12727.973633 Penalty: 554.924744 Iteration 4Q: 3 clusters Score -12727.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12735.411133 Penalty: 554.924744 Iteration 5Q: 3 clusters Score -12735.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -12737.882812 Penalty: 554.924744 Iteration 6Q: 3 clusters Score -12737.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12738.235352 Penalty: 554.924744 Iteration 7Q: 3 clusters Score -12738.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12738.235352 Penalty: 554.924744 Iteration 8F: 3 clusters Score -12738.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -10932.009766 Penalty: 273.735138 Iteration 0F: 2 clusters Score -10932.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -10502.853516 Penalty: 547.470276 Iteration 0F: 3 clusters Score -10502.85 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -10605.903320 Penalty: 547.470276 Iteration 1F: 3 clusters Score -10605.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -10628.362305 Penalty: 547.470276 Iteration 2F: 3 clusters Score -10628.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -10637.455078 Penalty: 547.470276 Iteration 3Q: 3 clusters Score -10637.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -10648.979492 Penalty: 547.470276 Iteration 4Q: 3 clusters Score -10648.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -10661.222656 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -10661.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -10669.266602 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -10669.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -10674.502930 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -10674.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10680.961914 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -10680.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -10682.651367 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -10682.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -10685.425781 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -10685.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -10686.352539 Penalty: 547.470276 Iteration 11Q: 3 clusters Score -10686.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -10686.585938 Penalty: 547.470276 Iteration 12Q: 3 clusters Score -10686.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -10686.904297 Penalty: 547.470276 Iteration 13Q: 3 clusters Score -10686.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10687.049805 Penalty: 547.470276 Iteration 14Q: 3 clusters Score -10687.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -10687.049805 Penalty: 547.470276 Iteration 15F: 3 clusters Score -10687.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2167 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29971 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29961 members Mstep: Class 19 contains 1001 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2537 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -4958960.000000 Penalty: 14685.705078 Iteration 199Q: 28 clusters Score -4958960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2166 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29971 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29961 members Mstep: Class 19 contains 1003 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -4958963.000000 Penalty: 14685.705078 Iteration 200F: 28 clusters Score -4958963 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29961 members Mstep: Class 19 contains 1006 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -4958966.000000 Penalty: 14685.705078 Iteration 201Q: 28 clusters Score -4958966 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13502 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29962 members Mstep: Class 19 contains 1005 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 410 members Entering Unmasked Estep ConsiderDeletion Score: -4958968.000000 Penalty: 14685.705078 Iteration 202Q: 28 clusters Score -4958968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13503 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29961 members Mstep: Class 19 contains 1006 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 409 members Entering Unmasked Estep ConsiderDeletion Score: -4958969.000000 Penalty: 14685.705078 Iteration 203Q: 28 clusters Score -4958969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29962 members Mstep: Class 19 contains 1004 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 409 members Entering Unmasked Estep ConsiderDeletion Score: -4958970.000000 Penalty: 14685.705078 Iteration 204Q: 28 clusters Score -4958970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10832 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29964 members Mstep: Class 19 contains 1002 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 409 members Entering Unmasked Estep ConsiderDeletion Score: -4958971.000000 Penalty: 14685.705078 Iteration 205Q: 28 clusters Score -4958971 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10834 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 815 members Mstep: Class 18 contains 29964 members Mstep: Class 19 contains 1000 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 409 members Entering Unmasked Estep ConsiderDeletion Score: -4958970.000000 Penalty: 14685.705078 Iteration 206Q: 28 clusters Score -4958970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10833 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29964 members Mstep: Class 19 contains 1001 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 409 members Entering Unmasked Estep ConsiderDeletion Score: -4958974.000000 Penalty: 14685.705078 Iteration 207Q: 28 clusters Score -4958974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 6112 members Mstep: Class 3 contains 2337 members Mstep: Class 4 contains 13504 members Mstep: Class 5 contains 3736 members Mstep: Class 6 contains 732 members Mstep: Class 7 contains 10833 members Mstep: Class 8 contains 1892 members Mstep: Class 9 contains 7122 members Mstep: Class 10 contains 1075 members Mstep: Class 11 contains 10931 members Mstep: Class 12 contains 2165 members Mstep: Class 13 contains 4039 members Mstep: Class 14 contains 29970 members Mstep: Class 15 contains 850 members Mstep: Class 16 contains 160 members Mstep: Class 17 contains 814 members Mstep: Class 18 contains 29964 members Mstep: Class 19 contains 1001 members Mstep: Class 20 contains 1930 members Mstep: Class 21 contains 957 members Mstep: Class 22 contains 1194 members Mstep: Class 23 contains 2536 members Mstep: Class 24 contains 4054 members Mstep: Class 25 contains 14500 members Mstep: Class 26 contains 445 members Mstep: Class 27 contains 409 members Entering Unmasked Estep ConsiderDeletion Score: -4958974.000000 Penalty: 14685.705078 Iteration 208F: 28 clusters Score -4958974 nChanged 0 Entering ConstructFrom: Score: -4958974.000000 Penalty: 14685.705078 Entering ConstructFrom: Trying to split cluster 1 (2194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Entering Unmasked Estep Score: -74175.992188 Penalty: 350.053406 Iteration 0F: 2 clusters Score -74175.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -72603.085938 Penalty: 700.106812 Iteration 0F: 3 clusters Score -72603.09 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -73165.523438 Penalty: 700.106812 Iteration 1F: 3 clusters Score -73165.52 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -73296.093750 Penalty: 700.106812 Iteration 2F: 3 clusters Score -73296.09 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -73398.578125 Penalty: 700.106812 Iteration 3F: 3 clusters Score -73398.58 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -73498.703125 Penalty: 700.106812 Iteration 4F: 3 clusters Score -73498.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -73586.218750 Penalty: 700.106812 Iteration 5F: 3 clusters Score -73586.22 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -73671.968750 Penalty: 700.106812 Iteration 6Q: 3 clusters Score -73671.97 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -73741.750000 Penalty: 700.106812 Iteration 7Q: 3 clusters Score -73741.75 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -73801.656250 Penalty: 700.106812 Iteration 8Q: 3 clusters Score -73801.66 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -73845.281250 Penalty: 700.106812 Iteration 9Q: 3 clusters Score -73845.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -73868.703125 Penalty: 700.106812 Iteration 10Q: 3 clusters Score -73868.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -73882.203125 Penalty: 700.106812 Iteration 11Q: 3 clusters Score -73882.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -73899.101562 Penalty: 700.106812 Iteration 12Q: 3 clusters Score -73899.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -73913.242188 Penalty: 700.106812 Iteration 13Q: 3 clusters Score -73913.24 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -73926.140625 Penalty: 700.106812 Iteration 14Q: 3 clusters Score -73926.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -73929.609375 Penalty: 700.106812 Iteration 15Q: 3 clusters Score -73929.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -73931.187500 Penalty: 700.106812 Iteration 16Q: 3 clusters Score -73931.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -73931.859375 Penalty: 700.106812 Iteration 17Q: 3 clusters Score -73931.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -73931.906250 Penalty: 700.106812 Iteration 18Q: 3 clusters Score -73931.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -73931.929688 Penalty: 700.106812 Iteration 19Q: 3 clusters Score -73931.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -73932.039062 Penalty: 700.106812 Iteration 20F: 3 clusters Score -73932.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -73932.710938 Penalty: 700.106812 Iteration 21Q: 3 clusters Score -73932.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -73933.484375 Penalty: 700.106812 Iteration 22Q: 3 clusters Score -73933.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -73935.140625 Penalty: 700.106812 Iteration 23Q: 3 clusters Score -73935.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -73937.265625 Penalty: 700.106812 Iteration 24Q: 3 clusters Score -73937.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -73937.929688 Penalty: 700.106812 Iteration 25Q: 3 clusters Score -73937.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -73938.218750 Penalty: 700.106812 Iteration 26Q: 3 clusters Score -73938.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -73938.351562 Penalty: 700.106812 Iteration 27Q: 3 clusters Score -73938.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -73939.164062 Penalty: 700.106812 Iteration 28Q: 3 clusters Score -73939.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -73940.750000 Penalty: 700.106812 Iteration 29Q: 3 clusters Score -73940.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -73942.984375 Penalty: 700.106812 Iteration 30Q: 3 clusters Score -73942.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -73947.031250 Penalty: 700.106812 Iteration 31Q: 3 clusters Score -73947.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -73953.304688 Penalty: 700.106812 Iteration 32Q: 3 clusters Score -73953.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -73963.156250 Penalty: 700.106812 Iteration 33Q: 3 clusters Score -73963.16 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -73969.007812 Penalty: 700.106812 Iteration 34Q: 3 clusters Score -73969.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -73972.804688 Penalty: 700.106812 Iteration 35Q: 3 clusters Score -73972.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -73976.125000 Penalty: 700.106812 Iteration 36Q: 3 clusters Score -73976.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -73978.695312 Penalty: 700.106812 Iteration 37Q: 3 clusters Score -73978.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -73981.609375 Penalty: 700.106812 Iteration 38Q: 3 clusters Score -73981.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -73984.156250 Penalty: 700.106812 Iteration 39Q: 3 clusters Score -73984.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -73985.539062 Penalty: 700.106812 Iteration 40F: 3 clusters Score -73985.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -73985.960938 Penalty: 700.106812 Iteration 41Q: 3 clusters Score -73985.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -73985.960938 Penalty: 700.106812 Iteration 42F: 3 clusters Score -73985.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (6112 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Entering Unmasked Estep Score: -203295.218750 Penalty: 396.669403 Iteration 0F: 2 clusters Score -203295.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -199193.781250 Penalty: 793.338806 Iteration 0F: 3 clusters Score -199193.8 nChanged 2744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -200966.625000 Penalty: 793.338806 Iteration 1F: 3 clusters Score -200966.6 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -201272.750000 Penalty: 793.338806 Iteration 2F: 3 clusters Score -201272.8 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -201640.796875 Penalty: 793.338806 Iteration 3F: 3 clusters Score -201640.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -202035.250000 Penalty: 793.338806 Iteration 4F: 3 clusters Score -202035.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -202339.953125 Penalty: 793.338806 Iteration 5F: 3 clusters Score -202340 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -202530.703125 Penalty: 793.338806 Iteration 6Q: 3 clusters Score -202530.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -202681.250000 Penalty: 793.338806 Iteration 7Q: 3 clusters Score -202681.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 5765 members Entering Unmasked Estep Score: -202778.609375 Penalty: 793.338806 Iteration 8Q: 3 clusters Score -202778.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -202826.171875 Penalty: 793.338806 Iteration 9Q: 3 clusters Score -202826.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -202864.859375 Penalty: 793.338806 Iteration 10Q: 3 clusters Score -202864.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -202912.390625 Penalty: 793.338806 Iteration 11Q: 3 clusters Score -202912.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 5938 members Entering Unmasked Estep Score: -202932.671875 Penalty: 793.338806 Iteration 12Q: 3 clusters Score -202932.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 5948 members Entering Unmasked Estep Score: -202943.734375 Penalty: 793.338806 Iteration 13Q: 3 clusters Score -202943.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -202951.343750 Penalty: 793.338806 Iteration 14Q: 3 clusters Score -202951.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -202956.875000 Penalty: 793.338806 Iteration 15Q: 3 clusters Score -202956.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -202959.406250 Penalty: 793.338806 Iteration 16Q: 3 clusters Score -202959.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -202963.562500 Penalty: 793.338806 Iteration 17Q: 3 clusters Score -202963.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -202965.265625 Penalty: 793.338806 Iteration 18Q: 3 clusters Score -202965.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -202965.265625 Penalty: 793.338806 Iteration 19F: 3 clusters Score -202965.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Entering Unmasked Estep Score: -76679.992188 Penalty: 352.926361 Iteration 0F: 2 clusters Score -76679.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -75052.000000 Penalty: 705.852722 Iteration 0F: 3 clusters Score -75052 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -75687.781250 Penalty: 705.852722 Iteration 1F: 3 clusters Score -75687.78 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -75802.656250 Penalty: 705.852722 Iteration 2F: 3 clusters Score -75802.66 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -75888.859375 Penalty: 705.852722 Iteration 3F: 3 clusters Score -75888.86 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -75964.382812 Penalty: 705.852722 Iteration 4F: 3 clusters Score -75964.38 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -76027.226562 Penalty: 705.852722 Iteration 5Q: 3 clusters Score -76027.23 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -76077.718750 Penalty: 705.852722 Iteration 6Q: 3 clusters Score -76077.72 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -76128.398438 Penalty: 705.852722 Iteration 7Q: 3 clusters Score -76128.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -76169.882812 Penalty: 705.852722 Iteration 8Q: 3 clusters Score -76169.88 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -76212.046875 Penalty: 705.852722 Iteration 9Q: 3 clusters Score -76212.05 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -76238.414062 Penalty: 705.852722 Iteration 10Q: 3 clusters Score -76238.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -76261.117188 Penalty: 705.852722 Iteration 11Q: 3 clusters Score -76261.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -76277.539062 Penalty: 705.852722 Iteration 12Q: 3 clusters Score -76277.54 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -76294.140625 Penalty: 705.852722 Iteration 13Q: 3 clusters Score -76294.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -76301.640625 Penalty: 705.852722 Iteration 14Q: 3 clusters Score -76301.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -76305.101562 Penalty: 705.852722 Iteration 15Q: 3 clusters Score -76305.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -76308.539062 Penalty: 705.852722 Iteration 16Q: 3 clusters Score -76308.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -76311.367188 Penalty: 705.852722 Iteration 17Q: 3 clusters Score -76311.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -76313.968750 Penalty: 705.852722 Iteration 18Q: 3 clusters Score -76313.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -76316.375000 Penalty: 705.852722 Iteration 19Q: 3 clusters Score -76316.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -76318.570312 Penalty: 705.852722 Iteration 20F: 3 clusters Score -76318.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -76320.429688 Penalty: 705.852722 Iteration 21Q: 3 clusters Score -76320.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -76320.429688 Penalty: 705.852722 Iteration 22F: 3 clusters Score -76320.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (13504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13504 members Entering Unmasked Estep Score: -478409.906250 Penalty: 432.738739 Iteration 0F: 2 clusters Score -478409.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -469437.437500 Penalty: 865.477478 Iteration 0F: 3 clusters Score -469437.4 nChanged 6310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -473122.531250 Penalty: 865.477478 Iteration 1F: 3 clusters Score -473122.5 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -473445.093750 Penalty: 865.477478 Iteration 2F: 3 clusters Score -473445.1 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -473776.531250 Penalty: 865.477478 Iteration 3F: 3 clusters Score -473776.5 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -474074.593750 Penalty: 865.477478 Iteration 4F: 3 clusters Score -474074.6 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -474362.656250 Penalty: 865.477478 Iteration 5F: 3 clusters Score -474362.7 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -474617.031250 Penalty: 865.477478 Iteration 6Q: 3 clusters Score -474617 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -474843.437500 Penalty: 865.477478 Iteration 7Q: 3 clusters Score -474843.4 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -475078.593750 Penalty: 865.477478 Iteration 8Q: 3 clusters Score -475078.6 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 7943 members Entering Unmasked Estep Score: -475275.593750 Penalty: 865.477478 Iteration 9Q: 3 clusters Score -475275.6 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -475482.187500 Penalty: 865.477478 Iteration 10Q: 3 clusters Score -475482.2 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -475729.031250 Penalty: 865.477478 Iteration 11Q: 3 clusters Score -475729 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -476003.187500 Penalty: 865.477478 Iteration 12Q: 3 clusters Score -476003.2 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -476242.250000 Penalty: 865.477478 Iteration 13Q: 3 clusters Score -476242.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -476416.406250 Penalty: 865.477478 Iteration 14Q: 3 clusters Score -476416.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -476550.375000 Penalty: 865.477478 Iteration 15Q: 3 clusters Score -476550.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 9386 members Entering Unmasked Estep Score: -476662.843750 Penalty: 865.477478 Iteration 16Q: 3 clusters Score -476662.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -476762.343750 Penalty: 865.477478 Iteration 17Q: 3 clusters Score -476762.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -476850.750000 Penalty: 865.477478 Iteration 18Q: 3 clusters Score -476850.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -476969.531250 Penalty: 865.477478 Iteration 19Q: 3 clusters Score -476969.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -477075.187500 Penalty: 865.477478 Iteration 20F: 3 clusters Score -477075.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -477179.718750 Penalty: 865.477478 Iteration 21Q: 3 clusters Score -477179.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -477265.156250 Penalty: 865.477478 Iteration 22Q: 3 clusters Score -477265.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -477349.312500 Penalty: 865.477478 Iteration 23Q: 3 clusters Score -477349.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -477417.968750 Penalty: 865.477478 Iteration 24Q: 3 clusters Score -477418 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -477460.468750 Penalty: 865.477478 Iteration 25Q: 3 clusters Score -477460.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 10579 members Entering Unmasked Estep Score: -477488.031250 Penalty: 865.477478 Iteration 26Q: 3 clusters Score -477488 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 10643 members Entering Unmasked Estep Score: -477510.000000 Penalty: 865.477478 Iteration 27Q: 3 clusters Score -477510 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -477525.031250 Penalty: 865.477478 Iteration 28Q: 3 clusters Score -477525 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -477538.593750 Penalty: 865.477478 Iteration 29Q: 3 clusters Score -477538.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -477550.343750 Penalty: 865.477478 Iteration 30Q: 3 clusters Score -477550.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 10906 members Entering Unmasked Estep Score: -477568.718750 Penalty: 865.477478 Iteration 31Q: 3 clusters Score -477568.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -477582.156250 Penalty: 865.477478 Iteration 32Q: 3 clusters Score -477582.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 11055 members Entering Unmasked Estep Score: -477594.875000 Penalty: 865.477478 Iteration 33Q: 3 clusters Score -477594.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -477607.875000 Penalty: 865.477478 Iteration 34Q: 3 clusters Score -477607.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -477616.125000 Penalty: 865.477478 Iteration 35Q: 3 clusters Score -477616.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 11249 members Entering Unmasked Estep Score: -477629.375000 Penalty: 865.477478 Iteration 36Q: 3 clusters Score -477629.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 11318 members Entering Unmasked Estep Score: -477640.906250 Penalty: 865.477478 Iteration 37Q: 3 clusters Score -477640.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 11388 members Entering Unmasked Estep Score: -477654.875000 Penalty: 865.477478 Iteration 38Q: 3 clusters Score -477654.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -477667.156250 Penalty: 865.477478 Iteration 39Q: 3 clusters Score -477667.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 11519 members Entering Unmasked Estep Score: -477679.281250 Penalty: 865.477478 Iteration 40F: 3 clusters Score -477679.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -477698.875000 Penalty: 865.477478 Iteration 41Q: 3 clusters Score -477698.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -477715.875000 Penalty: 865.477478 Iteration 42Q: 3 clusters Score -477715.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 11758 members Entering Unmasked Estep Score: -477731.093750 Penalty: 865.477478 Iteration 43Q: 3 clusters Score -477731.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -477748.312500 Penalty: 865.477478 Iteration 44Q: 3 clusters Score -477748.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -477767.875000 Penalty: 865.477478 Iteration 45Q: 3 clusters Score -477767.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -477789.906250 Penalty: 865.477478 Iteration 46Q: 3 clusters Score -477789.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 12091 members Entering Unmasked Estep Score: -477808.250000 Penalty: 865.477478 Iteration 47Q: 3 clusters Score -477808.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -477835.250000 Penalty: 865.477478 Iteration 48Q: 3 clusters Score -477835.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -477862.218750 Penalty: 865.477478 Iteration 49Q: 3 clusters Score -477862.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -477880.718750 Penalty: 865.477478 Iteration 50Q: 3 clusters Score -477880.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -477897.281250 Penalty: 865.477478 Iteration 51Q: 3 clusters Score -477897.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 12478 members Entering Unmasked Estep Score: -477909.656250 Penalty: 865.477478 Iteration 52Q: 3 clusters Score -477909.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 12519 members Entering Unmasked Estep Score: -477917.093750 Penalty: 865.477478 Iteration 53Q: 3 clusters Score -477917.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 12548 members Entering Unmasked Estep Score: -477921.468750 Penalty: 865.477478 Iteration 54Q: 3 clusters Score -477921.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -477926.843750 Penalty: 865.477478 Iteration 55Q: 3 clusters Score -477926.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -477933.781250 Penalty: 865.477478 Iteration 56Q: 3 clusters Score -477933.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -477939.062500 Penalty: 865.477478 Iteration 57Q: 3 clusters Score -477939.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 12655 members Entering Unmasked Estep Score: -477946.000000 Penalty: 865.477478 Iteration 58Q: 3 clusters Score -477946 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -477950.031250 Penalty: 865.477478 Iteration 59Q: 3 clusters Score -477950 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -477955.093750 Penalty: 865.477478 Iteration 60F: 3 clusters Score -477955.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 12708 members Entering Unmasked Estep Score: -477956.562500 Penalty: 865.477478 Iteration 61Q: 3 clusters Score -477956.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -477956.437500 Penalty: 865.477478 Iteration 62Q: 3 clusters Score -477956.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -477957.937500 Penalty: 865.477478 Iteration 63Q: 3 clusters Score -477957.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -477960.281250 Penalty: 865.477478 Iteration 64Q: 3 clusters Score -477960.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 12743 members Entering Unmasked Estep Score: -477961.812500 Penalty: 865.477478 Iteration 65Q: 3 clusters Score -477961.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -477961.656250 Penalty: 865.477478 Iteration 66Q: 3 clusters Score -477961.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -477963.312500 Penalty: 865.477478 Iteration 67Q: 3 clusters Score -477963.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -477962.562500 Penalty: 865.477478 Iteration 68Q: 3 clusters Score -477962.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 12760 members Entering Unmasked Estep Score: -477963.156250 Penalty: 865.477478 Iteration 69Q: 3 clusters Score -477963.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 12761 members Entering Unmasked Estep Score: -477963.375000 Penalty: 865.477478 Iteration 70Q: 3 clusters Score -477963.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 12761 members Entering Unmasked Estep Score: -477963.375000 Penalty: 865.477478 Iteration 71F: 3 clusters Score -477963.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3736 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Entering Unmasked Estep Score: -119776.359375 Penalty: 374.272583 Iteration 0F: 2 clusters Score -119776.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -117195.000000 Penalty: 748.545166 Iteration 0F: 3 clusters Score -117195 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -118171.273438 Penalty: 748.545166 Iteration 1F: 3 clusters Score -118171.3 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -118337.500000 Penalty: 748.545166 Iteration 2F: 3 clusters Score -118337.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -118489.757812 Penalty: 748.545166 Iteration 3F: 3 clusters Score -118489.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -118640.242188 Penalty: 748.545166 Iteration 4F: 3 clusters Score -118640.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -118804.734375 Penalty: 748.545166 Iteration 5F: 3 clusters Score -118804.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -118953.046875 Penalty: 748.545166 Iteration 6F: 3 clusters Score -118953 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -119047.976562 Penalty: 748.545166 Iteration 7Q: 3 clusters Score -119048 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -119106.914062 Penalty: 748.545166 Iteration 8Q: 3 clusters Score -119106.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -119137.617188 Penalty: 748.545166 Iteration 9Q: 3 clusters Score -119137.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -119161.031250 Penalty: 748.545166 Iteration 10Q: 3 clusters Score -119161 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -119180.703125 Penalty: 748.545166 Iteration 11Q: 3 clusters Score -119180.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -119202.867188 Penalty: 748.545166 Iteration 12Q: 3 clusters Score -119202.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -119223.625000 Penalty: 748.545166 Iteration 13Q: 3 clusters Score -119223.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -119246.265625 Penalty: 748.545166 Iteration 14Q: 3 clusters Score -119246.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -119267.343750 Penalty: 748.545166 Iteration 15Q: 3 clusters Score -119267.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -119286.421875 Penalty: 748.545166 Iteration 16Q: 3 clusters Score -119286.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -119304.773438 Penalty: 748.545166 Iteration 17Q: 3 clusters Score -119304.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -119318.929688 Penalty: 748.545166 Iteration 18Q: 3 clusters Score -119318.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -119332.867188 Penalty: 748.545166 Iteration 19Q: 3 clusters Score -119332.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -119347.968750 Penalty: 748.545166 Iteration 20F: 3 clusters Score -119348 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -119357.656250 Penalty: 748.545166 Iteration 21Q: 3 clusters Score -119357.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -119363.375000 Penalty: 748.545166 Iteration 22Q: 3 clusters Score -119363.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -119371.476562 Penalty: 748.545166 Iteration 23Q: 3 clusters Score -119371.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -119378.007812 Penalty: 748.545166 Iteration 24Q: 3 clusters Score -119378 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -119383.484375 Penalty: 748.545166 Iteration 25Q: 3 clusters Score -119383.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -119386.406250 Penalty: 748.545166 Iteration 26Q: 3 clusters Score -119386.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -119389.992188 Penalty: 748.545166 Iteration 27Q: 3 clusters Score -119390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -119393.562500 Penalty: 748.545166 Iteration 28Q: 3 clusters Score -119393.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -119396.953125 Penalty: 748.545166 Iteration 29Q: 3 clusters Score -119397 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -119400.976562 Penalty: 748.545166 Iteration 30Q: 3 clusters Score -119401 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -119405.578125 Penalty: 748.545166 Iteration 31Q: 3 clusters Score -119405.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -119407.164062 Penalty: 748.545166 Iteration 32Q: 3 clusters Score -119407.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -119409.765625 Penalty: 748.545166 Iteration 33Q: 3 clusters Score -119409.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -119412.460938 Penalty: 748.545166 Iteration 34Q: 3 clusters Score -119412.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -119414.718750 Penalty: 748.545166 Iteration 35Q: 3 clusters Score -119414.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -119418.312500 Penalty: 748.545166 Iteration 36Q: 3 clusters Score -119418.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -119421.460938 Penalty: 748.545166 Iteration 37Q: 3 clusters Score -119421.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -119424.617188 Penalty: 748.545166 Iteration 38Q: 3 clusters Score -119424.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -119428.226562 Penalty: 748.545166 Iteration 39Q: 3 clusters Score -119428.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -119432.070312 Penalty: 748.545166 Iteration 40F: 3 clusters Score -119432.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -119436.453125 Penalty: 748.545166 Iteration 41Q: 3 clusters Score -119436.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -119440.546875 Penalty: 748.545166 Iteration 42Q: 3 clusters Score -119440.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -119442.695312 Penalty: 748.545166 Iteration 43Q: 3 clusters Score -119442.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -119443.929688 Penalty: 748.545166 Iteration 44Q: 3 clusters Score -119443.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -119445.656250 Penalty: 748.545166 Iteration 45Q: 3 clusters Score -119445.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -119446.875000 Penalty: 748.545166 Iteration 46Q: 3 clusters Score -119446.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -119449.976562 Penalty: 748.545166 Iteration 47Q: 3 clusters Score -119450 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -119452.062500 Penalty: 748.545166 Iteration 48Q: 3 clusters Score -119452.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -119453.171875 Penalty: 748.545166 Iteration 49Q: 3 clusters Score -119453.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -119453.679688 Penalty: 748.545166 Iteration 50Q: 3 clusters Score -119453.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -119454.843750 Penalty: 748.545166 Iteration 51Q: 3 clusters Score -119454.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -119455.554688 Penalty: 748.545166 Iteration 52Q: 3 clusters Score -119455.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -119456.500000 Penalty: 748.545166 Iteration 53Q: 3 clusters Score -119456.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -119458.851562 Penalty: 748.545166 Iteration 54Q: 3 clusters Score -119458.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -119460.585938 Penalty: 748.545166 Iteration 55Q: 3 clusters Score -119460.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -119461.390625 Penalty: 748.545166 Iteration 56Q: 3 clusters Score -119461.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -119461.390625 Penalty: 748.545166 Iteration 57F: 3 clusters Score -119461.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Entering Unmasked Estep Score: -25775.015625 Penalty: 300.108002 Iteration 0F: 2 clusters Score -25775.02 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 357 members Entering Unmasked Estep Score: -25138.781250 Penalty: 600.216003 Iteration 0F: 3 clusters Score -25138.78 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -25332.896484 Penalty: 600.216003 Iteration 1F: 3 clusters Score -25332.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -25391.400391 Penalty: 600.216003 Iteration 2F: 3 clusters Score -25391.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -25433.470703 Penalty: 600.216003 Iteration 3F: 3 clusters Score -25433.47 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -25453.439453 Penalty: 600.216003 Iteration 4Q: 3 clusters Score -25453.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -25468.630859 Penalty: 600.216003 Iteration 5Q: 3 clusters Score -25468.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -25477.369141 Penalty: 600.216003 Iteration 6Q: 3 clusters Score -25477.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -25485.902344 Penalty: 600.216003 Iteration 7Q: 3 clusters Score -25485.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -25494.193359 Penalty: 600.216003 Iteration 8Q: 3 clusters Score -25494.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -25499.216797 Penalty: 600.216003 Iteration 9Q: 3 clusters Score -25499.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -25501.718750 Penalty: 600.216003 Iteration 10Q: 3 clusters Score -25501.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -25502.667969 Penalty: 600.216003 Iteration 11Q: 3 clusters Score -25502.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -25503.025391 Penalty: 600.216003 Iteration 12Q: 3 clusters Score -25503.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -25503.025391 Penalty: 600.216003 Iteration 13F: 3 clusters Score -25503.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (10833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Entering Unmasked Estep Score: -382895.656250 Penalty: 422.710999 Iteration 0F: 2 clusters Score -382895.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -375735.312500 Penalty: 845.421997 Iteration 0F: 3 clusters Score -375735.3 nChanged 5096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -378784.093750 Penalty: 845.421997 Iteration 1F: 3 clusters Score -378784.1 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -379148.500000 Penalty: 845.421997 Iteration 2F: 3 clusters Score -379148.5 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -379545.218750 Penalty: 845.421997 Iteration 3F: 3 clusters Score -379545.2 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 5361 members Entering Unmasked Estep Score: -379938.750000 Penalty: 845.421997 Iteration 4F: 3 clusters Score -379938.8 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -380273.031250 Penalty: 845.421997 Iteration 5F: 3 clusters Score -380273 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -380558.187500 Penalty: 845.421997 Iteration 6F: 3 clusters Score -380558.2 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -380772.812500 Penalty: 845.421997 Iteration 7Q: 3 clusters Score -380772.8 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -380956.218750 Penalty: 845.421997 Iteration 8Q: 3 clusters Score -380956.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -381154.906250 Penalty: 845.421997 Iteration 9Q: 3 clusters Score -381154.9 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6079 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -381364.468750 Penalty: 845.421997 Iteration 10Q: 3 clusters Score -381364.5 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6276 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -381517.000000 Penalty: 845.421997 Iteration 11Q: 3 clusters Score -381517 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -381626.781250 Penalty: 845.421997 Iteration 12Q: 3 clusters Score -381626.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -381706.281250 Penalty: 845.421997 Iteration 13Q: 3 clusters Score -381706.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -381767.375000 Penalty: 845.421997 Iteration 14Q: 3 clusters Score -381767.4 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6888 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -381812.281250 Penalty: 845.421997 Iteration 15Q: 3 clusters Score -381812.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -381840.312500 Penalty: 845.421997 Iteration 16Q: 3 clusters Score -381840.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -381870.937500 Penalty: 845.421997 Iteration 17Q: 3 clusters Score -381870.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -381890.781250 Penalty: 845.421997 Iteration 18Q: 3 clusters Score -381890.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -381907.250000 Penalty: 845.421997 Iteration 19Q: 3 clusters Score -381907.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -381921.343750 Penalty: 845.421997 Iteration 20F: 3 clusters Score -381921.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -381935.343750 Penalty: 845.421997 Iteration 21Q: 3 clusters Score -381935.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7551 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -381946.406250 Penalty: 845.421997 Iteration 22Q: 3 clusters Score -381946.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -381955.500000 Penalty: 845.421997 Iteration 23Q: 3 clusters Score -381955.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -381962.781250 Penalty: 845.421997 Iteration 24Q: 3 clusters Score -381962.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -381971.218750 Penalty: 845.421997 Iteration 25Q: 3 clusters Score -381971.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7818 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -381978.687500 Penalty: 845.421997 Iteration 26Q: 3 clusters Score -381978.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -381988.250000 Penalty: 845.421997 Iteration 27Q: 3 clusters Score -381988.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -381996.187500 Penalty: 845.421997 Iteration 28Q: 3 clusters Score -381996.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8032 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -382004.812500 Penalty: 845.421997 Iteration 29Q: 3 clusters Score -382004.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8101 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -382015.718750 Penalty: 845.421997 Iteration 30Q: 3 clusters Score -382015.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -382024.937500 Penalty: 845.421997 Iteration 31Q: 3 clusters Score -382024.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -382036.312500 Penalty: 845.421997 Iteration 32Q: 3 clusters Score -382036.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8321 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -382049.750000 Penalty: 845.421997 Iteration 33Q: 3 clusters Score -382049.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -382063.031250 Penalty: 845.421997 Iteration 34Q: 3 clusters Score -382063 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -382071.656250 Penalty: 845.421997 Iteration 35Q: 3 clusters Score -382071.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -382083.062500 Penalty: 845.421997 Iteration 36Q: 3 clusters Score -382083.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8610 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -382096.125000 Penalty: 845.421997 Iteration 37Q: 3 clusters Score -382096.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8692 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -382109.218750 Penalty: 845.421997 Iteration 38Q: 3 clusters Score -382109.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -382127.625000 Penalty: 845.421997 Iteration 39Q: 3 clusters Score -382127.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8875 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -382148.156250 Penalty: 845.421997 Iteration 40F: 3 clusters Score -382148.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -382170.812500 Penalty: 845.421997 Iteration 41Q: 3 clusters Score -382170.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -382190.750000 Penalty: 845.421997 Iteration 42Q: 3 clusters Score -382190.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9151 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -382210.906250 Penalty: 845.421997 Iteration 43Q: 3 clusters Score -382210.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -382228.562500 Penalty: 845.421997 Iteration 44Q: 3 clusters Score -382228.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -382247.906250 Penalty: 845.421997 Iteration 45Q: 3 clusters Score -382247.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -382265.875000 Penalty: 845.421997 Iteration 46Q: 3 clusters Score -382265.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9477 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -382284.062500 Penalty: 845.421997 Iteration 47Q: 3 clusters Score -382284.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -382302.968750 Penalty: 845.421997 Iteration 48Q: 3 clusters Score -382303 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9622 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -382322.906250 Penalty: 845.421997 Iteration 49Q: 3 clusters Score -382322.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9701 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -382342.718750 Penalty: 845.421997 Iteration 50Q: 3 clusters Score -382342.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -382358.750000 Penalty: 845.421997 Iteration 51Q: 3 clusters Score -382358.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -382370.375000 Penalty: 845.421997 Iteration 52Q: 3 clusters Score -382370.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -382387.125000 Penalty: 845.421997 Iteration 53Q: 3 clusters Score -382387.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9933 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -382406.937500 Penalty: 845.421997 Iteration 54Q: 3 clusters Score -382406.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9986 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -382423.000000 Penalty: 845.421997 Iteration 55Q: 3 clusters Score -382423 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -382437.718750 Penalty: 845.421997 Iteration 56Q: 3 clusters Score -382437.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -382445.468750 Penalty: 845.421997 Iteration 57Q: 3 clusters Score -382445.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -382452.906250 Penalty: 845.421997 Iteration 58Q: 3 clusters Score -382452.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -382457.468750 Penalty: 845.421997 Iteration 59Q: 3 clusters Score -382457.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10149 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -382460.343750 Penalty: 845.421997 Iteration 60F: 3 clusters Score -382460.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -382465.625000 Penalty: 845.421997 Iteration 61Q: 3 clusters Score -382465.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -382470.343750 Penalty: 845.421997 Iteration 62Q: 3 clusters Score -382470.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -382475.500000 Penalty: 845.421997 Iteration 63Q: 3 clusters Score -382475.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -382482.312500 Penalty: 845.421997 Iteration 64Q: 3 clusters Score -382482.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10255 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -382485.500000 Penalty: 845.421997 Iteration 65Q: 3 clusters Score -382485.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -382487.156250 Penalty: 845.421997 Iteration 66Q: 3 clusters Score -382487.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -382488.937500 Penalty: 845.421997 Iteration 67Q: 3 clusters Score -382488.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -382490.218750 Penalty: 845.421997 Iteration 68Q: 3 clusters Score -382490.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10295 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -382493.187500 Penalty: 845.421997 Iteration 69Q: 3 clusters Score -382493.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10308 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -382496.437500 Penalty: 845.421997 Iteration 70Q: 3 clusters Score -382496.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -382498.937500 Penalty: 845.421997 Iteration 71Q: 3 clusters Score -382498.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -382502.250000 Penalty: 845.421997 Iteration 72Q: 3 clusters Score -382502.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -382503.968750 Penalty: 845.421997 Iteration 73Q: 3 clusters Score -382504 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10350 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -382507.812500 Penalty: 845.421997 Iteration 74Q: 3 clusters Score -382507.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -382510.250000 Penalty: 845.421997 Iteration 75Q: 3 clusters Score -382510.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -382514.843750 Penalty: 845.421997 Iteration 76Q: 3 clusters Score -382514.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -382520.750000 Penalty: 845.421997 Iteration 77Q: 3 clusters Score -382520.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -382528.531250 Penalty: 845.421997 Iteration 78Q: 3 clusters Score -382528.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -382535.500000 Penalty: 845.421997 Iteration 79Q: 3 clusters Score -382535.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -382547.093750 Penalty: 845.421997 Iteration 80F: 3 clusters Score -382547.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -382554.593750 Penalty: 845.421997 Iteration 81Q: 3 clusters Score -382554.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -382560.312500 Penalty: 845.421997 Iteration 82Q: 3 clusters Score -382560.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -382566.093750 Penalty: 845.421997 Iteration 83Q: 3 clusters Score -382566.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -382571.562500 Penalty: 845.421997 Iteration 84Q: 3 clusters Score -382571.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10504 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -382575.343750 Penalty: 845.421997 Iteration 85Q: 3 clusters Score -382575.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -382576.562500 Penalty: 845.421997 Iteration 86Q: 3 clusters Score -382576.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -382576.937500 Penalty: 845.421997 Iteration 87Q: 3 clusters Score -382576.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -382576.750000 Penalty: 845.421997 Iteration 88Q: 3 clusters Score -382576.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -382576.750000 Penalty: 845.421997 Iteration 89F: 3 clusters Score -382576.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Entering Unmasked Estep Score: -52287.328125 Penalty: 343.315216 Iteration 0F: 2 clusters Score -52287.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -50985.453125 Penalty: 686.630432 Iteration 0F: 3 clusters Score -50985.45 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -51516.816406 Penalty: 686.630432 Iteration 1F: 3 clusters Score -51516.82 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -51659.171875 Penalty: 686.630432 Iteration 2F: 3 clusters Score -51659.17 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -51738.128906 Penalty: 686.630432 Iteration 3F: 3 clusters Score -51738.13 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -51797.882812 Penalty: 686.630432 Iteration 4F: 3 clusters Score -51797.88 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -51857.625000 Penalty: 686.630432 Iteration 5F: 3 clusters Score -51857.62 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -51902.730469 Penalty: 686.630432 Iteration 6Q: 3 clusters Score -51902.73 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -51942.617188 Penalty: 686.630432 Iteration 7Q: 3 clusters Score -51942.62 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -51974.542969 Penalty: 686.630432 Iteration 8Q: 3 clusters Score -51974.54 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -52001.039062 Penalty: 686.630432 Iteration 9Q: 3 clusters Score -52001.04 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -52024.042969 Penalty: 686.630432 Iteration 10Q: 3 clusters Score -52024.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -52035.347656 Penalty: 686.630432 Iteration 11Q: 3 clusters Score -52035.35 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -52043.171875 Penalty: 686.630432 Iteration 12Q: 3 clusters Score -52043.17 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -52053.468750 Penalty: 686.630432 Iteration 13Q: 3 clusters Score -52053.47 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -52068.726562 Penalty: 686.630432 Iteration 14Q: 3 clusters Score -52068.73 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -52078.390625 Penalty: 686.630432 Iteration 15Q: 3 clusters Score -52078.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -52085.085938 Penalty: 686.630432 Iteration 16Q: 3 clusters Score -52085.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -52090.375000 Penalty: 686.630432 Iteration 17Q: 3 clusters Score -52090.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -52099.250000 Penalty: 686.630432 Iteration 18Q: 3 clusters Score -52099.25 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -52110.414062 Penalty: 686.630432 Iteration 19Q: 3 clusters Score -52110.41 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -52121.136719 Penalty: 686.630432 Iteration 20F: 3 clusters Score -52121.14 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -52128.226562 Penalty: 686.630432 Iteration 21Q: 3 clusters Score -52128.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -52132.687500 Penalty: 686.630432 Iteration 22Q: 3 clusters Score -52132.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -52136.203125 Penalty: 686.630432 Iteration 23Q: 3 clusters Score -52136.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -52138.277344 Penalty: 686.630432 Iteration 24Q: 3 clusters Score -52138.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -52140.382812 Penalty: 686.630432 Iteration 25Q: 3 clusters Score -52140.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -52142.093750 Penalty: 686.630432 Iteration 26Q: 3 clusters Score -52142.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -52142.726562 Penalty: 686.630432 Iteration 27Q: 3 clusters Score -52142.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -52143.261719 Penalty: 686.630432 Iteration 28Q: 3 clusters Score -52143.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -52144.089844 Penalty: 686.630432 Iteration 29Q: 3 clusters Score -52144.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -52145.195312 Penalty: 686.630432 Iteration 30Q: 3 clusters Score -52145.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -52146.289062 Penalty: 686.630432 Iteration 31Q: 3 clusters Score -52146.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -52146.390625 Penalty: 686.630432 Iteration 32Q: 3 clusters Score -52146.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -52147.003906 Penalty: 686.630432 Iteration 33Q: 3 clusters Score -52147 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -52148.074219 Penalty: 686.630432 Iteration 34Q: 3 clusters Score -52148.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -52151.199219 Penalty: 686.630432 Iteration 35Q: 3 clusters Score -52151.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -52152.824219 Penalty: 686.630432 Iteration 36Q: 3 clusters Score -52152.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -52155.226562 Penalty: 686.630432 Iteration 37Q: 3 clusters Score -52155.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -52156.414062 Penalty: 686.630432 Iteration 38Q: 3 clusters Score -52156.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -52157.855469 Penalty: 686.630432 Iteration 39Q: 3 clusters Score -52157.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -52160.671875 Penalty: 686.630432 Iteration 40F: 3 clusters Score -52160.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -52163.503906 Penalty: 686.630432 Iteration 41Q: 3 clusters Score -52163.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -52166.796875 Penalty: 686.630432 Iteration 42Q: 3 clusters Score -52166.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -52168.960938 Penalty: 686.630432 Iteration 43Q: 3 clusters Score -52168.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -52170.683594 Penalty: 686.630432 Iteration 44Q: 3 clusters Score -52170.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -52170.683594 Penalty: 686.630432 Iteration 45F: 3 clusters Score -52170.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Entering Unmasked Estep Score: -263291.343750 Penalty: 403.627960 Iteration 0F: 2 clusters Score -263291.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -258590.468750 Penalty: 807.255920 Iteration 0F: 3 clusters Score -258590.5 nChanged 3252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -260749.234375 Penalty: 807.255920 Iteration 1F: 3 clusters Score -260749.2 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -261186.156250 Penalty: 807.255920 Iteration 2F: 3 clusters Score -261186.2 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -261624.156250 Penalty: 807.255920 Iteration 3F: 3 clusters Score -261624.2 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -262023.359375 Penalty: 807.255920 Iteration 4F: 3 clusters Score -262023.4 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -262352.312500 Penalty: 807.255920 Iteration 5F: 3 clusters Score -262352.3 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -262581.093750 Penalty: 807.255920 Iteration 6Q: 3 clusters Score -262581.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -262729.281250 Penalty: 807.255920 Iteration 7Q: 3 clusters Score -262729.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -262812.375000 Penalty: 807.255920 Iteration 8Q: 3 clusters Score -262812.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -262857.843750 Penalty: 807.255920 Iteration 9Q: 3 clusters Score -262857.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -262881.093750 Penalty: 807.255920 Iteration 10Q: 3 clusters Score -262881.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -262898.593750 Penalty: 807.255920 Iteration 11Q: 3 clusters Score -262898.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -262908.000000 Penalty: 807.255920 Iteration 12Q: 3 clusters Score -262908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -262913.437500 Penalty: 807.255920 Iteration 13Q: 3 clusters Score -262913.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -262918.593750 Penalty: 807.255920 Iteration 14Q: 3 clusters Score -262918.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -262923.687500 Penalty: 807.255920 Iteration 15Q: 3 clusters Score -262923.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -262931.562500 Penalty: 807.255920 Iteration 16Q: 3 clusters Score -262931.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -262935.875000 Penalty: 807.255920 Iteration 17Q: 3 clusters Score -262935.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -262938.500000 Penalty: 807.255920 Iteration 18Q: 3 clusters Score -262938.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -262941.750000 Penalty: 807.255920 Iteration 19Q: 3 clusters Score -262941.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -262955.187500 Penalty: 807.255920 Iteration 20F: 3 clusters Score -262955.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -262961.500000 Penalty: 807.255920 Iteration 21Q: 3 clusters Score -262961.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -262966.906250 Penalty: 807.255920 Iteration 22Q: 3 clusters Score -262966.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -262968.093750 Penalty: 807.255920 Iteration 23Q: 3 clusters Score -262968.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -262970.718750 Penalty: 807.255920 Iteration 24Q: 3 clusters Score -262970.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 7026 members Entering Unmasked Estep Score: -262977.750000 Penalty: 807.255920 Iteration 25Q: 3 clusters Score -262977.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -262981.937500 Penalty: 807.255920 Iteration 26Q: 3 clusters Score -262981.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -262982.406250 Penalty: 807.255920 Iteration 27Q: 3 clusters Score -262982.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -262982.937500 Penalty: 807.255920 Iteration 28Q: 3 clusters Score -262982.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -262982.937500 Penalty: 807.255920 Iteration 29F: 3 clusters Score -262982.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -36554.363281 Penalty: 317.593445 Iteration 0F: 2 clusters Score -36554.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -35715.777344 Penalty: 635.186890 Iteration 0F: 3 clusters Score -35715.78 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -36034.652344 Penalty: 635.186890 Iteration 1F: 3 clusters Score -36034.65 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -36096.363281 Penalty: 635.186890 Iteration 2F: 3 clusters Score -36096.36 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -36141.753906 Penalty: 635.186890 Iteration 3Q: 3 clusters Score -36141.75 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -36167.402344 Penalty: 635.186890 Iteration 4Q: 3 clusters Score -36167.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -36183.363281 Penalty: 635.186890 Iteration 5Q: 3 clusters Score -36183.36 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -36203.894531 Penalty: 635.186890 Iteration 6Q: 3 clusters Score -36203.89 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -36219.492188 Penalty: 635.186890 Iteration 7Q: 3 clusters Score -36219.49 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -36237.933594 Penalty: 635.186890 Iteration 8Q: 3 clusters Score -36237.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -36260.441406 Penalty: 635.186890 Iteration 9Q: 3 clusters Score -36260.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -36278.472656 Penalty: 635.186890 Iteration 10Q: 3 clusters Score -36278.47 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -36292.945312 Penalty: 635.186890 Iteration 11Q: 3 clusters Score -36292.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -36307.171875 Penalty: 635.186890 Iteration 12Q: 3 clusters Score -36307.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -36316.398438 Penalty: 635.186890 Iteration 13Q: 3 clusters Score -36316.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -36329.421875 Penalty: 635.186890 Iteration 14Q: 3 clusters Score -36329.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -36336.359375 Penalty: 635.186890 Iteration 15Q: 3 clusters Score -36336.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -36340.023438 Penalty: 635.186890 Iteration 16Q: 3 clusters Score -36340.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -36344.882812 Penalty: 635.186890 Iteration 17Q: 3 clusters Score -36344.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -36349.937500 Penalty: 635.186890 Iteration 18Q: 3 clusters Score -36349.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -36353.496094 Penalty: 635.186890 Iteration 19Q: 3 clusters Score -36353.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -36356.484375 Penalty: 635.186890 Iteration 20F: 3 clusters Score -36356.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -36357.687500 Penalty: 635.186890 Iteration 21Q: 3 clusters Score -36357.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -36358.183594 Penalty: 635.186890 Iteration 22Q: 3 clusters Score -36358.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -36358.542969 Penalty: 635.186890 Iteration 23Q: 3 clusters Score -36358.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -36358.542969 Penalty: 635.186890 Iteration 24F: 3 clusters Score -36358.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (10931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Entering Unmasked Estep Score: -391254.656250 Penalty: 423.120819 Iteration 0F: 2 clusters Score -391254.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -384059.812500 Penalty: 846.241638 Iteration 0F: 3 clusters Score -384059.8 nChanged 5074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -387360.937500 Penalty: 846.241638 Iteration 1F: 3 clusters Score -387360.9 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -387860.500000 Penalty: 846.241638 Iteration 2F: 3 clusters Score -387860.5 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -388317.093750 Penalty: 846.241638 Iteration 3F: 3 clusters Score -388317.1 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -388747.875000 Penalty: 846.241638 Iteration 4F: 3 clusters Score -388747.9 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -389081.625000 Penalty: 846.241638 Iteration 5F: 3 clusters Score -389081.6 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -389311.343750 Penalty: 846.241638 Iteration 6Q: 3 clusters Score -389311.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -389501.437500 Penalty: 846.241638 Iteration 7Q: 3 clusters Score -389501.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -389631.093750 Penalty: 846.241638 Iteration 8Q: 3 clusters Score -389631.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -389763.031250 Penalty: 846.241638 Iteration 9Q: 3 clusters Score -389763 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -389858.562500 Penalty: 846.241638 Iteration 10Q: 3 clusters Score -389858.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -389933.593750 Penalty: 846.241638 Iteration 11Q: 3 clusters Score -389933.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -390001.718750 Penalty: 846.241638 Iteration 12Q: 3 clusters Score -390001.7 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -390057.937500 Penalty: 846.241638 Iteration 13Q: 3 clusters Score -390057.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -390103.687500 Penalty: 846.241638 Iteration 14Q: 3 clusters Score -390103.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -390138.125000 Penalty: 846.241638 Iteration 15Q: 3 clusters Score -390138.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -390162.000000 Penalty: 846.241638 Iteration 16Q: 3 clusters Score -390162 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -390177.218750 Penalty: 846.241638 Iteration 17Q: 3 clusters Score -390177.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 5667 members Entering Unmasked Estep Score: -390190.593750 Penalty: 846.241638 Iteration 18Q: 3 clusters Score -390190.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -390199.468750 Penalty: 846.241638 Iteration 19Q: 3 clusters Score -390199.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -390207.187500 Penalty: 846.241638 Iteration 20F: 3 clusters Score -390207.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -390212.968750 Penalty: 846.241638 Iteration 21Q: 3 clusters Score -390213 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -390217.031250 Penalty: 846.241638 Iteration 22Q: 3 clusters Score -390217 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -390219.281250 Penalty: 846.241638 Iteration 23Q: 3 clusters Score -390219.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5257 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -390221.843750 Penalty: 846.241638 Iteration 24Q: 3 clusters Score -390221.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -390223.187500 Penalty: 846.241638 Iteration 25Q: 3 clusters Score -390223.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -390224.187500 Penalty: 846.241638 Iteration 26Q: 3 clusters Score -390224.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -390225.000000 Penalty: 846.241638 Iteration 27Q: 3 clusters Score -390225 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -390225.812500 Penalty: 846.241638 Iteration 28Q: 3 clusters Score -390225.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -390225.062500 Penalty: 846.241638 Iteration 29Q: 3 clusters Score -390225.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -390226.031250 Penalty: 846.241638 Iteration 30Q: 3 clusters Score -390226 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -390226.781250 Penalty: 846.241638 Iteration 31Q: 3 clusters Score -390226.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -390226.250000 Penalty: 846.241638 Iteration 32Q: 3 clusters Score -390226.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -390227.093750 Penalty: 846.241638 Iteration 33Q: 3 clusters Score -390227.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -390227.437500 Penalty: 846.241638 Iteration 34Q: 3 clusters Score -390227.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -390227.375000 Penalty: 846.241638 Iteration 35Q: 3 clusters Score -390227.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 5654 members Entering Unmasked Estep Score: -390227.375000 Penalty: 846.241638 Iteration 36F: 3 clusters Score -390227.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Entering Unmasked Estep Score: -61395.921875 Penalty: 349.447998 Iteration 0F: 2 clusters Score -61395.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -60016.796875 Penalty: 698.895996 Iteration 0F: 3 clusters Score -60016.8 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -60805.750000 Penalty: 698.895996 Iteration 1F: 3 clusters Score -60805.75 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -60965.703125 Penalty: 698.895996 Iteration 2F: 3 clusters Score -60965.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -61047.363281 Penalty: 698.895996 Iteration 3F: 3 clusters Score -61047.36 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -61081.449219 Penalty: 698.895996 Iteration 4Q: 3 clusters Score -61081.45 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -61098.320312 Penalty: 698.895996 Iteration 5Q: 3 clusters Score -61098.32 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -61111.363281 Penalty: 698.895996 Iteration 6Q: 3 clusters Score -61111.36 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -61126.335938 Penalty: 698.895996 Iteration 7Q: 3 clusters Score -61126.34 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -61154.914062 Penalty: 698.895996 Iteration 8Q: 3 clusters Score -61154.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -61199.113281 Penalty: 698.895996 Iteration 9Q: 3 clusters Score -61199.11 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -61233.273438 Penalty: 698.895996 Iteration 10Q: 3 clusters Score -61233.27 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -61258.996094 Penalty: 698.895996 Iteration 11Q: 3 clusters Score -61259 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -61291.804688 Penalty: 698.895996 Iteration 12Q: 3 clusters Score -61291.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -61321.933594 Penalty: 698.895996 Iteration 13Q: 3 clusters Score -61321.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -61348.171875 Penalty: 698.895996 Iteration 14Q: 3 clusters Score -61348.17 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -61359.441406 Penalty: 698.895996 Iteration 15Q: 3 clusters Score -61359.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -61364.109375 Penalty: 698.895996 Iteration 16Q: 3 clusters Score -61364.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -61366.601562 Penalty: 698.895996 Iteration 17Q: 3 clusters Score -61366.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -61367.843750 Penalty: 698.895996 Iteration 18Q: 3 clusters Score -61367.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -61368.265625 Penalty: 698.895996 Iteration 19Q: 3 clusters Score -61368.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -61369.105469 Penalty: 698.895996 Iteration 20F: 3 clusters Score -61369.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -61369.105469 Penalty: 698.895996 Iteration 21Q: 3 clusters Score -61369.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -61369.250000 Penalty: 698.895996 Iteration 22Q: 3 clusters Score -61369.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -61369.328125 Penalty: 698.895996 Iteration 23Q: 3 clusters Score -61369.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -61369.328125 Penalty: 698.895996 Iteration 24F: 3 clusters Score -61369.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4039 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Entering Unmasked Estep Score: -126201.695312 Penalty: 377.820709 Iteration 0F: 2 clusters Score -126201.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -123441.539062 Penalty: 755.641418 Iteration 0F: 3 clusters Score -123441.5 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -124466.578125 Penalty: 755.641418 Iteration 1F: 3 clusters Score -124466.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -124584.945312 Penalty: 755.641418 Iteration 2F: 3 clusters Score -124584.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -124702.335938 Penalty: 755.641418 Iteration 3F: 3 clusters Score -124702.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -124819.437500 Penalty: 755.641418 Iteration 4F: 3 clusters Score -124819.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -124902.101562 Penalty: 755.641418 Iteration 5Q: 3 clusters Score -124902.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -124972.656250 Penalty: 755.641418 Iteration 6Q: 3 clusters Score -124972.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -125055.601562 Penalty: 755.641418 Iteration 7Q: 3 clusters Score -125055.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -125156.679688 Penalty: 755.641418 Iteration 8Q: 3 clusters Score -125156.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -125252.210938 Penalty: 755.641418 Iteration 9Q: 3 clusters Score -125252.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -125325.265625 Penalty: 755.641418 Iteration 10Q: 3 clusters Score -125325.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -125373.773438 Penalty: 755.641418 Iteration 11Q: 3 clusters Score -125373.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -125413.539062 Penalty: 755.641418 Iteration 12Q: 3 clusters Score -125413.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -125441.953125 Penalty: 755.641418 Iteration 13Q: 3 clusters Score -125442 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -125478.062500 Penalty: 755.641418 Iteration 14Q: 3 clusters Score -125478.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -125507.968750 Penalty: 755.641418 Iteration 15Q: 3 clusters Score -125508 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -125529.492188 Penalty: 755.641418 Iteration 16Q: 3 clusters Score -125529.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -125549.046875 Penalty: 755.641418 Iteration 17Q: 3 clusters Score -125549 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -125571.343750 Penalty: 755.641418 Iteration 18Q: 3 clusters Score -125571.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -125587.695312 Penalty: 755.641418 Iteration 19Q: 3 clusters Score -125587.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -125603.671875 Penalty: 755.641418 Iteration 20F: 3 clusters Score -125603.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -125617.695312 Penalty: 755.641418 Iteration 21Q: 3 clusters Score -125617.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -125627.585938 Penalty: 755.641418 Iteration 22Q: 3 clusters Score -125627.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -125635.992188 Penalty: 755.641418 Iteration 23Q: 3 clusters Score -125636 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -125643.820312 Penalty: 755.641418 Iteration 24Q: 3 clusters Score -125643.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -125652.867188 Penalty: 755.641418 Iteration 25Q: 3 clusters Score -125652.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -125662.078125 Penalty: 755.641418 Iteration 26Q: 3 clusters Score -125662.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -125674.750000 Penalty: 755.641418 Iteration 27Q: 3 clusters Score -125674.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -125687.039062 Penalty: 755.641418 Iteration 28Q: 3 clusters Score -125687 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -125699.953125 Penalty: 755.641418 Iteration 29Q: 3 clusters Score -125700 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -125711.765625 Penalty: 755.641418 Iteration 30Q: 3 clusters Score -125711.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -125725.843750 Penalty: 755.641418 Iteration 31Q: 3 clusters Score -125725.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -125739.851562 Penalty: 755.641418 Iteration 32Q: 3 clusters Score -125739.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -125759.164062 Penalty: 755.641418 Iteration 33Q: 3 clusters Score -125759.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -125783.140625 Penalty: 755.641418 Iteration 34Q: 3 clusters Score -125783.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -125806.789062 Penalty: 755.641418 Iteration 35Q: 3 clusters Score -125806.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -125840.843750 Penalty: 755.641418 Iteration 36Q: 3 clusters Score -125840.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -125857.031250 Penalty: 755.641418 Iteration 37Q: 3 clusters Score -125857 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -125870.070312 Penalty: 755.641418 Iteration 38Q: 3 clusters Score -125870.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -125881.203125 Penalty: 755.641418 Iteration 39Q: 3 clusters Score -125881.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -125889.718750 Penalty: 755.641418 Iteration 40F: 3 clusters Score -125889.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -125899.617188 Penalty: 755.641418 Iteration 41Q: 3 clusters Score -125899.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -125903.906250 Penalty: 755.641418 Iteration 42Q: 3 clusters Score -125903.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -125905.179688 Penalty: 755.641418 Iteration 43Q: 3 clusters Score -125905.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -125905.179688 Penalty: 755.641418 Iteration 44F: 3 clusters Score -125905.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (29970 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29970 members Entering Unmasked Estep Score: -1101548.250000 Penalty: 469.011810 Iteration 0F: 2 clusters Score -1101548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14924 members Mstep: Class 2 contains 15046 members Entering Unmasked Estep Score: -1081551.750000 Penalty: 938.023621 Iteration 0F: 3 clusters Score -1081552 nChanged 14474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 15714 members Entering Unmasked Estep Score: -1090353.250000 Penalty: 938.023621 Iteration 1F: 3 clusters Score -1090353 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 16260 members Entering Unmasked Estep Score: -1090952.250000 Penalty: 938.023621 Iteration 2Q: 3 clusters Score -1090952 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12793 members Mstep: Class 2 contains 17177 members Entering Unmasked Estep Score: -1091746.500000 Penalty: 938.023621 Iteration 3F: 3 clusters Score -1091746 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 18361 members Entering Unmasked Estep Score: -1092714.875000 Penalty: 938.023621 Iteration 4F: 3 clusters Score -1092715 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 19761 members Entering Unmasked Estep Score: -1093778.625000 Penalty: 938.023621 Iteration 5F: 3 clusters Score -1093779 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 21239 members Entering Unmasked Estep Score: -1094862.250000 Penalty: 938.023621 Iteration 6F: 3 clusters Score -1094862 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 22721 members Entering Unmasked Estep Score: -1095939.000000 Penalty: 938.023621 Iteration 7F: 3 clusters Score -1095939 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 24169 members Entering Unmasked Estep Score: -1097002.500000 Penalty: 938.023621 Iteration 8F: 3 clusters Score -1097002 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 25484 members Entering Unmasked Estep Score: -1097955.125000 Penalty: 938.023621 Iteration 9Q: 3 clusters Score -1097955 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 26611 members Entering Unmasked Estep Score: -1098778.875000 Penalty: 938.023621 Iteration 10Q: 3 clusters Score -1098779 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 27511 members Entering Unmasked Estep Score: -1099409.500000 Penalty: 938.023621 Iteration 11Q: 3 clusters Score -1099410 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 28228 members Entering Unmasked Estep Score: -1099925.875000 Penalty: 938.023621 Iteration 12Q: 3 clusters Score -1099926 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 28783 members Entering Unmasked Estep Score: -1100333.500000 Penalty: 938.023621 Iteration 13Q: 3 clusters Score -1100334 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 29161 members Entering Unmasked Estep Score: -1100607.625000 Penalty: 938.023621 Iteration 14Q: 3 clusters Score -1100608 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 29437 members Entering Unmasked Estep Score: -1100807.625000 Penalty: 938.023621 Iteration 15Q: 3 clusters Score -1100808 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 29621 members Entering Unmasked Estep Score: -1100957.875000 Penalty: 938.023621 Iteration 16Q: 3 clusters Score -1100958 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 29743 members Entering Unmasked Estep Score: -1101066.000000 Penalty: 938.023621 Iteration 17Q: 3 clusters Score -1101066 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 29802 members Entering Unmasked Estep Score: -1101115.000000 Penalty: 938.023621 Iteration 18Q: 3 clusters Score -1101115 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 29828 members Entering Unmasked Estep Score: -1101145.750000 Penalty: 938.023621 Iteration 19Q: 3 clusters Score -1101146 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 29848 members Entering Unmasked Estep Score: -1101173.625000 Penalty: 938.023621 Iteration 20F: 3 clusters Score -1101174 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 29859 members Entering Unmasked Estep Score: -1101192.500000 Penalty: 938.023621 Iteration 21Q: 3 clusters Score -1101192 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 29863 members Entering Unmasked Estep Score: -1101203.250000 Penalty: 938.023621 Iteration 22Q: 3 clusters Score -1101203 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 29869 members Entering Unmasked Estep Score: -1101213.250000 Penalty: 938.023621 Iteration 23Q: 3 clusters Score -1101213 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 29873 members Entering Unmasked Estep Score: -1101219.750000 Penalty: 938.023621 Iteration 24Q: 3 clusters Score -1101220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 29875 members Entering Unmasked Estep Score: -1101220.625000 Penalty: 938.023621 Iteration 25Q: 3 clusters Score -1101221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 29875 members Entering Unmasked Estep Score: -1101220.625000 Penalty: 938.023621 Iteration 26F: 3 clusters Score -1101221 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Entering Unmasked Estep Score: -26435.818359 Penalty: 306.908264 Iteration 0F: 2 clusters Score -26435.82 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -25722.869141 Penalty: 613.816528 Iteration 0F: 3 clusters Score -25722.87 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -25951.544922 Penalty: 613.816528 Iteration 1F: 3 clusters Score -25951.54 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -26011.046875 Penalty: 613.816528 Iteration 2F: 3 clusters Score -26011.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -26056.195312 Penalty: 613.816528 Iteration 3F: 3 clusters Score -26056.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -26080.617188 Penalty: 613.816528 Iteration 4Q: 3 clusters Score -26080.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -26093.916016 Penalty: 613.816528 Iteration 5Q: 3 clusters Score -26093.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -26099.322266 Penalty: 613.816528 Iteration 6Q: 3 clusters Score -26099.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -26103.583984 Penalty: 613.816528 Iteration 7Q: 3 clusters Score -26103.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -26106.587891 Penalty: 613.816528 Iteration 8Q: 3 clusters Score -26106.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -26110.216797 Penalty: 613.816528 Iteration 9Q: 3 clusters Score -26110.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -26116.435547 Penalty: 613.816528 Iteration 10Q: 3 clusters Score -26116.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -26123.728516 Penalty: 613.816528 Iteration 11Q: 3 clusters Score -26123.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -26132.019531 Penalty: 613.816528 Iteration 12Q: 3 clusters Score -26132.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -26139.339844 Penalty: 613.816528 Iteration 13Q: 3 clusters Score -26139.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -26145.421875 Penalty: 613.816528 Iteration 14Q: 3 clusters Score -26145.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -26152.095703 Penalty: 613.816528 Iteration 15Q: 3 clusters Score -26152.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -26159.416016 Penalty: 613.816528 Iteration 16Q: 3 clusters Score -26159.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -26165.404297 Penalty: 613.816528 Iteration 17Q: 3 clusters Score -26165.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -26174.636719 Penalty: 613.816528 Iteration 18Q: 3 clusters Score -26174.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -26185.105469 Penalty: 613.816528 Iteration 19Q: 3 clusters Score -26185.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -26190.388672 Penalty: 613.816528 Iteration 20F: 3 clusters Score -26190.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -26193.958984 Penalty: 613.816528 Iteration 21Q: 3 clusters Score -26193.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -26196.365234 Penalty: 613.816528 Iteration 22Q: 3 clusters Score -26196.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -26198.091797 Penalty: 613.816528 Iteration 23Q: 3 clusters Score -26198.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -26198.617188 Penalty: 613.816528 Iteration 24Q: 3 clusters Score -26198.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -26200.822266 Penalty: 613.816528 Iteration 25Q: 3 clusters Score -26200.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -26202.109375 Penalty: 613.816528 Iteration 26Q: 3 clusters Score -26202.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -26202.109375 Penalty: 613.816528 Iteration 27F: 3 clusters Score -26202.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -3045.093262 Penalty: 230.920410 Iteration 0F: 2 clusters Score -3045.093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -2807.335938 Penalty: 461.840820 Iteration 0F: 3 clusters Score -2807.336 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -2856.766602 Penalty: 461.840820 Iteration 1F: 3 clusters Score -2856.767 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -2868.182861 Penalty: 461.840820 Iteration 2F: 3 clusters Score -2868.183 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -2870.174072 Penalty: 461.840820 Iteration 3Q: 3 clusters Score -2870.174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -2870.174072 Penalty: 461.840820 Iteration 4F: 3 clusters Score -2870.174 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Entering Unmasked Estep Score: -28477.242188 Penalty: 304.939209 Iteration 0F: 2 clusters Score -28477.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -27782.435547 Penalty: 609.878418 Iteration 0F: 3 clusters Score -27782.44 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -27980.416016 Penalty: 609.878418 Iteration 1F: 3 clusters Score -27980.42 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -28020.107422 Penalty: 609.878418 Iteration 2F: 3 clusters Score -28020.11 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -28037.015625 Penalty: 609.878418 Iteration 3Q: 3 clusters Score -28037.02 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -28046.648438 Penalty: 609.878418 Iteration 4Q: 3 clusters Score -28046.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -28056.507812 Penalty: 609.878418 Iteration 5Q: 3 clusters Score -28056.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -28061.583984 Penalty: 609.878418 Iteration 6Q: 3 clusters Score -28061.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -28064.519531 Penalty: 609.878418 Iteration 7Q: 3 clusters Score -28064.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28070.666016 Penalty: 609.878418 Iteration 8Q: 3 clusters Score -28070.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -28071.970703 Penalty: 609.878418 Iteration 9Q: 3 clusters Score -28071.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -28073.917969 Penalty: 609.878418 Iteration 10Q: 3 clusters Score -28073.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -28075.699219 Penalty: 609.878418 Iteration 11Q: 3 clusters Score -28075.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -28078.294922 Penalty: 609.878418 Iteration 12Q: 3 clusters Score -28078.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -28082.027344 Penalty: 609.878418 Iteration 13Q: 3 clusters Score -28082.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -28083.458984 Penalty: 609.878418 Iteration 14Q: 3 clusters Score -28083.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -28085.386719 Penalty: 609.878418 Iteration 15Q: 3 clusters Score -28085.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -28087.019531 Penalty: 609.878418 Iteration 16Q: 3 clusters Score -28087.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -28088.408203 Penalty: 609.878418 Iteration 17Q: 3 clusters Score -28088.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -28088.933594 Penalty: 609.878418 Iteration 18Q: 3 clusters Score -28088.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -28089.011719 Penalty: 609.878418 Iteration 19Q: 3 clusters Score -28089.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -28089.242188 Penalty: 609.878418 Iteration 20F: 3 clusters Score -28089.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (29964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29964 members Entering Unmasked Estep Score: -1007644.375000 Penalty: 469.002686 Iteration 0F: 2 clusters Score -1007644 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -987523.250000 Penalty: 938.005371 Iteration 0F: 3 clusters Score -987523.2 nChanged 14506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14301 members Mstep: Class 2 contains 15663 members Entering Unmasked Estep Score: -996413.500000 Penalty: 938.005371 Iteration 1F: 3 clusters Score -996413.5 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14331 members Mstep: Class 2 contains 15633 members Entering Unmasked Estep Score: -996999.187500 Penalty: 938.005371 Iteration 2F: 3 clusters Score -996999.2 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14367 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -997722.875000 Penalty: 938.005371 Iteration 3F: 3 clusters Score -997722.9 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 15635 members Entering Unmasked Estep Score: -998495.562500 Penalty: 938.005371 Iteration 4F: 3 clusters Score -998495.6 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Mstep: Class 2 contains 15861 members Entering Unmasked Estep Score: -999141.062500 Penalty: 938.005371 Iteration 5F: 3 clusters Score -999141.1 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 16334 members Entering Unmasked Estep Score: -999726.437500 Penalty: 938.005371 Iteration 6Q: 3 clusters Score -999726.4 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 17075 members Entering Unmasked Estep Score: -1000278.687500 Penalty: 938.005371 Iteration 7Q: 3 clusters Score -1000279 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -1000891.125000 Penalty: 938.005371 Iteration 8Q: 3 clusters Score -1000891 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10724 members Mstep: Class 2 contains 19240 members Entering Unmasked Estep Score: -1001597.812500 Penalty: 938.005371 Iteration 9Q: 3 clusters Score -1001598 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 20580 members Entering Unmasked Estep Score: -1002350.750000 Penalty: 938.005371 Iteration 10Q: 3 clusters Score -1002351 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 21963 members Entering Unmasked Estep Score: -1003146.562500 Penalty: 938.005371 Iteration 11Q: 3 clusters Score -1003147 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 23344 members Entering Unmasked Estep Score: -1003937.875000 Penalty: 938.005371 Iteration 12Q: 3 clusters Score -1003938 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 24618 members Entering Unmasked Estep Score: -1004668.750000 Penalty: 938.005371 Iteration 13Q: 3 clusters Score -1004669 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 25726 members Entering Unmasked Estep Score: -1005293.250000 Penalty: 938.005371 Iteration 14Q: 3 clusters Score -1005293 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 26649 members Entering Unmasked Estep Score: -1005813.437500 Penalty: 938.005371 Iteration 15Q: 3 clusters Score -1005813 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 27393 members Entering Unmasked Estep Score: -1006225.812500 Penalty: 938.005371 Iteration 16Q: 3 clusters Score -1006226 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 27993 members Entering Unmasked Estep Score: -1006562.625000 Penalty: 938.005371 Iteration 17Q: 3 clusters Score -1006563 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 28455 members Entering Unmasked Estep Score: -1006805.687500 Penalty: 938.005371 Iteration 18Q: 3 clusters Score -1006806 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 28777 members Entering Unmasked Estep Score: -1006977.687500 Penalty: 938.005371 Iteration 19Q: 3 clusters Score -1006978 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 29021 members Entering Unmasked Estep Score: -1007116.125000 Penalty: 938.005371 Iteration 20F: 3 clusters Score -1007116 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 29184 members Entering Unmasked Estep Score: -1007207.687500 Penalty: 938.005371 Iteration 21Q: 3 clusters Score -1007208 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 29288 members Entering Unmasked Estep Score: -1007267.875000 Penalty: 938.005371 Iteration 22Q: 3 clusters Score -1007268 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 29351 members Entering Unmasked Estep Score: -1007316.187500 Penalty: 938.005371 Iteration 23Q: 3 clusters Score -1007316 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 29412 members Entering Unmasked Estep Score: -1007370.500000 Penalty: 938.005371 Iteration 24Q: 3 clusters Score -1007370 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 29452 members Entering Unmasked Estep Score: -1007401.812500 Penalty: 938.005371 Iteration 25Q: 3 clusters Score -1007402 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 29475 members Entering Unmasked Estep Score: -1007414.687500 Penalty: 938.005371 Iteration 26Q: 3 clusters Score -1007415 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 29497 members Entering Unmasked Estep Score: -1007426.250000 Penalty: 938.005371 Iteration 27Q: 3 clusters Score -1007426 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 29508 members Entering Unmasked Estep Score: -1007433.437500 Penalty: 938.005371 Iteration 28Q: 3 clusters Score -1007433 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 29509 members Entering Unmasked Estep Score: -1007438.312500 Penalty: 938.005371 Iteration 29Q: 3 clusters Score -1007438 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 29509 members Entering Unmasked Estep Score: -1007441.187500 Penalty: 938.005371 Iteration 30Q: 3 clusters Score -1007441 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 29511 members Entering Unmasked Estep Score: -1007444.062500 Penalty: 938.005371 Iteration 31Q: 3 clusters Score -1007444 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 29514 members Entering Unmasked Estep Score: -1007446.812500 Penalty: 938.005371 Iteration 32Q: 3 clusters Score -1007447 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 29513 members Entering Unmasked Estep Score: -1007448.375000 Penalty: 938.005371 Iteration 33Q: 3 clusters Score -1007448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 29518 members Entering Unmasked Estep Score: -1007449.062500 Penalty: 938.005371 Iteration 34Q: 3 clusters Score -1007449 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 29520 members Entering Unmasked Estep Score: -1007449.937500 Penalty: 938.005371 Iteration 35Q: 3 clusters Score -1007450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 29520 members Entering Unmasked Estep Score: -1007450.562500 Penalty: 938.005371 Iteration 36Q: 3 clusters Score -1007451 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -1007450.875000 Penalty: 938.005371 Iteration 37Q: 3 clusters Score -1007451 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 29525 members Entering Unmasked Estep Score: -1007451.062500 Penalty: 938.005371 Iteration 38Q: 3 clusters Score -1007451 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 29525 members Entering Unmasked Estep Score: -1007453.375000 Penalty: 938.005371 Iteration 39Q: 3 clusters Score -1007453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -1007454.625000 Penalty: 938.005371 Iteration 40F: 3 clusters Score -1007455 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 29522 members Entering Unmasked Estep Score: -1007454.312500 Penalty: 938.005371 Iteration 41Q: 3 clusters Score -1007454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 29519 members Entering Unmasked Estep Score: -1007456.125000 Penalty: 938.005371 Iteration 42Q: 3 clusters Score -1007456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 29521 members Entering Unmasked Estep Score: -1007455.437500 Penalty: 938.005371 Iteration 43Q: 3 clusters Score -1007455 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 29524 members Entering Unmasked Estep Score: -1007456.937500 Penalty: 938.005371 Iteration 44Q: 3 clusters Score -1007457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 29524 members Entering Unmasked Estep Score: -1007457.312500 Penalty: 938.005371 Iteration 45Q: 3 clusters Score -1007457 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -1007458.500000 Penalty: 938.005371 Iteration 46Q: 3 clusters Score -1007458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 29523 members Entering Unmasked Estep Score: -1007458.500000 Penalty: 938.005371 Iteration 47F: 3 clusters Score -1007458 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Entering Unmasked Estep Score: -31166.416016 Penalty: 314.348358 Iteration 0F: 2 clusters Score -31166.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -30341.847656 Penalty: 628.696716 Iteration 0F: 3 clusters Score -30341.85 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -30588.349609 Penalty: 628.696716 Iteration 1F: 3 clusters Score -30588.35 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -30628.056641 Penalty: 628.696716 Iteration 2F: 3 clusters Score -30628.06 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30643.695312 Penalty: 628.696716 Iteration 3Q: 3 clusters Score -30643.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -30653.892578 Penalty: 628.696716 Iteration 4Q: 3 clusters Score -30653.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30665.201172 Penalty: 628.696716 Iteration 5Q: 3 clusters Score -30665.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30681.427734 Penalty: 628.696716 Iteration 6Q: 3 clusters Score -30681.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -30698.167969 Penalty: 628.696716 Iteration 7Q: 3 clusters Score -30698.17 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -30709.341797 Penalty: 628.696716 Iteration 8Q: 3 clusters Score -30709.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -30716.554688 Penalty: 628.696716 Iteration 9Q: 3 clusters Score -30716.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -30722.017578 Penalty: 628.696716 Iteration 10Q: 3 clusters Score -30722.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -30726.363281 Penalty: 628.696716 Iteration 11Q: 3 clusters Score -30726.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -30729.820312 Penalty: 628.696716 Iteration 12Q: 3 clusters Score -30729.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -30732.861328 Penalty: 628.696716 Iteration 13Q: 3 clusters Score -30732.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -30734.861328 Penalty: 628.696716 Iteration 14Q: 3 clusters Score -30734.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -30735.802734 Penalty: 628.696716 Iteration 15Q: 3 clusters Score -30735.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -30736.236328 Penalty: 628.696716 Iteration 16Q: 3 clusters Score -30736.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -30736.755859 Penalty: 628.696716 Iteration 17Q: 3 clusters Score -30736.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -30739.843750 Penalty: 628.696716 Iteration 18Q: 3 clusters Score -30739.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -30745.123047 Penalty: 628.696716 Iteration 19Q: 3 clusters Score -30745.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -30751.531250 Penalty: 628.696716 Iteration 20F: 3 clusters Score -30751.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -30761.187500 Penalty: 628.696716 Iteration 21Q: 3 clusters Score -30761.19 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -30773.093750 Penalty: 628.696716 Iteration 22Q: 3 clusters Score -30773.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -30780.580078 Penalty: 628.696716 Iteration 23Q: 3 clusters Score -30780.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -30787.751953 Penalty: 628.696716 Iteration 24Q: 3 clusters Score -30787.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -30798.490234 Penalty: 628.696716 Iteration 25Q: 3 clusters Score -30798.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -30807.023438 Penalty: 628.696716 Iteration 26Q: 3 clusters Score -30807.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -30812.748047 Penalty: 628.696716 Iteration 27Q: 3 clusters Score -30812.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -30816.304688 Penalty: 628.696716 Iteration 28Q: 3 clusters Score -30816.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -30823.580078 Penalty: 628.696716 Iteration 29Q: 3 clusters Score -30823.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -30829.371094 Penalty: 628.696716 Iteration 30Q: 3 clusters Score -30829.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -30834.169922 Penalty: 628.696716 Iteration 31Q: 3 clusters Score -30834.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -30838.357422 Penalty: 628.696716 Iteration 32Q: 3 clusters Score -30838.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -30842.236328 Penalty: 628.696716 Iteration 33Q: 3 clusters Score -30842.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -30842.585938 Penalty: 628.696716 Iteration 34Q: 3 clusters Score -30842.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -30842.691406 Penalty: 628.696716 Iteration 35Q: 3 clusters Score -30842.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -30842.775391 Penalty: 628.696716 Iteration 36Q: 3 clusters Score -30842.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -30842.775391 Penalty: 628.696716 Iteration 37F: 3 clusters Score -30842.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (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: -68139.523438 Penalty: 344.220032 Iteration 0F: 2 clusters Score -68139.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -66769.671875 Penalty: 688.440063 Iteration 0F: 3 clusters Score -66769.67 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -67310.703125 Penalty: 688.440063 Iteration 1F: 3 clusters Score -67310.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -67457.695312 Penalty: 688.440063 Iteration 2F: 3 clusters Score -67457.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -67595.523438 Penalty: 688.440063 Iteration 3F: 3 clusters Score -67595.52 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -67712.093750 Penalty: 688.440063 Iteration 4F: 3 clusters Score -67712.09 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -67814.484375 Penalty: 688.440063 Iteration 5F: 3 clusters Score -67814.48 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -67902.546875 Penalty: 688.440063 Iteration 6F: 3 clusters Score -67902.55 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -67971.125000 Penalty: 688.440063 Iteration 7Q: 3 clusters Score -67971.12 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -68012.578125 Penalty: 688.440063 Iteration 8Q: 3 clusters Score -68012.58 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -68040.765625 Penalty: 688.440063 Iteration 9Q: 3 clusters Score -68040.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -68069.554688 Penalty: 688.440063 Iteration 10Q: 3 clusters Score -68069.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -68088.632812 Penalty: 688.440063 Iteration 11Q: 3 clusters Score -68088.63 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -68099.507812 Penalty: 688.440063 Iteration 12Q: 3 clusters Score -68099.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -68111.187500 Penalty: 688.440063 Iteration 13Q: 3 clusters Score -68111.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -68118.414062 Penalty: 688.440063 Iteration 14Q: 3 clusters Score -68118.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -68121.367188 Penalty: 688.440063 Iteration 15Q: 3 clusters Score -68121.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -68123.453125 Penalty: 688.440063 Iteration 16Q: 3 clusters Score -68123.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -68124.218750 Penalty: 688.440063 Iteration 17Q: 3 clusters Score -68124.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -68124.257812 Penalty: 688.440063 Iteration 18Q: 3 clusters Score -68124.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -68125.390625 Penalty: 688.440063 Iteration 19Q: 3 clusters Score -68125.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -68126.343750 Penalty: 688.440063 Iteration 20F: 3 clusters Score -68126.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -68126.757812 Penalty: 688.440063 Iteration 21Q: 3 clusters Score -68126.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -68126.804688 Penalty: 688.440063 Iteration 22Q: 3 clusters Score -68126.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -68126.804688 Penalty: 688.440063 Iteration 23F: 3 clusters Score -68126.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Entering Unmasked Estep Score: -24123.257812 Penalty: 312.303040 Iteration 0F: 2 clusters Score -24123.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -23351.298828 Penalty: 624.606079 Iteration 0F: 3 clusters Score -23351.3 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -23572.578125 Penalty: 624.606079 Iteration 1F: 3 clusters Score -23572.58 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -23633.634766 Penalty: 624.606079 Iteration 2F: 3 clusters Score -23633.63 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -23671.455078 Penalty: 624.606079 Iteration 3F: 3 clusters Score -23671.46 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -23696.306641 Penalty: 624.606079 Iteration 4Q: 3 clusters Score -23696.31 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -23719.779297 Penalty: 624.606079 Iteration 5Q: 3 clusters Score -23719.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -23738.001953 Penalty: 624.606079 Iteration 6Q: 3 clusters Score -23738 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -23767.496094 Penalty: 624.606079 Iteration 7Q: 3 clusters Score -23767.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -23784.966797 Penalty: 624.606079 Iteration 8Q: 3 clusters Score -23784.97 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -23797.728516 Penalty: 624.606079 Iteration 9Q: 3 clusters Score -23797.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -23811.117188 Penalty: 624.606079 Iteration 10Q: 3 clusters Score -23811.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -23821.058594 Penalty: 624.606079 Iteration 11Q: 3 clusters Score -23821.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -23827.000000 Penalty: 624.606079 Iteration 12Q: 3 clusters Score -23827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -23831.263672 Penalty: 624.606079 Iteration 13Q: 3 clusters Score -23831.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -23836.279297 Penalty: 624.606079 Iteration 14Q: 3 clusters Score -23836.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -23841.947266 Penalty: 624.606079 Iteration 15Q: 3 clusters Score -23841.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -23845.537109 Penalty: 624.606079 Iteration 16Q: 3 clusters Score -23845.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -23848.742188 Penalty: 624.606079 Iteration 17Q: 3 clusters Score -23848.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -23853.230469 Penalty: 624.606079 Iteration 18Q: 3 clusters Score -23853.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -23856.257812 Penalty: 624.606079 Iteration 19Q: 3 clusters Score -23856.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -23862.357422 Penalty: 624.606079 Iteration 20F: 3 clusters Score -23862.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -23868.105469 Penalty: 624.606079 Iteration 21Q: 3 clusters Score -23868.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -23872.097656 Penalty: 624.606079 Iteration 22Q: 3 clusters Score -23872.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -23874.031250 Penalty: 624.606079 Iteration 23Q: 3 clusters Score -23874.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23875.214844 Penalty: 624.606079 Iteration 24Q: 3 clusters Score -23875.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23875.214844 Penalty: 624.606079 Iteration 25F: 3 clusters Score -23875.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (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: -38913.472656 Penalty: 322.370422 Iteration 0F: 2 clusters Score -38913.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -37956.183594 Penalty: 644.740845 Iteration 0F: 3 clusters Score -37956.18 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -38325.042969 Penalty: 644.740845 Iteration 1F: 3 clusters Score -38325.04 nChanged 139 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: -38446.000000 Penalty: 644.740845 Iteration 2F: 3 clusters Score -38446 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -38523.238281 Penalty: 644.740845 Iteration 3F: 3 clusters Score -38523.24 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -38570.312500 Penalty: 644.740845 Iteration 4F: 3 clusters Score -38570.31 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -38599.968750 Penalty: 644.740845 Iteration 5Q: 3 clusters Score -38599.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -38610.277344 Penalty: 644.740845 Iteration 6Q: 3 clusters Score -38610.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -38617.769531 Penalty: 644.740845 Iteration 7Q: 3 clusters Score -38617.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -38629.339844 Penalty: 644.740845 Iteration 8Q: 3 clusters Score -38629.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -38638.484375 Penalty: 644.740845 Iteration 9Q: 3 clusters Score -38638.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -38643.753906 Penalty: 644.740845 Iteration 10Q: 3 clusters Score -38643.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -38647.855469 Penalty: 644.740845 Iteration 11Q: 3 clusters Score -38647.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -38652.410156 Penalty: 644.740845 Iteration 12Q: 3 clusters Score -38652.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -38655.898438 Penalty: 644.740845 Iteration 13Q: 3 clusters Score -38655.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -38659.281250 Penalty: 644.740845 Iteration 14Q: 3 clusters Score -38659.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -38661.023438 Penalty: 644.740845 Iteration 15Q: 3 clusters Score -38661.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -38664.714844 Penalty: 644.740845 Iteration 16Q: 3 clusters Score -38664.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -38669.375000 Penalty: 644.740845 Iteration 17Q: 3 clusters Score -38669.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -38674.074219 Penalty: 644.740845 Iteration 18Q: 3 clusters Score -38674.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -38676.738281 Penalty: 644.740845 Iteration 19Q: 3 clusters Score -38676.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -38678.203125 Penalty: 644.740845 Iteration 20F: 3 clusters Score -38678.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -38678.406250 Penalty: 644.740845 Iteration 21Q: 3 clusters Score -38678.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -38679.003906 Penalty: 644.740845 Iteration 22Q: 3 clusters Score -38679 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -38680.480469 Penalty: 644.740845 Iteration 23Q: 3 clusters Score -38680.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -38680.480469 Penalty: 644.740845 Iteration 24F: 3 clusters Score -38680.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Entering Unmasked Estep Score: -91942.218750 Penalty: 356.644623 Iteration 0F: 2 clusters Score -91942.22 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 1254 members Entering Unmasked Estep Score: -90156.953125 Penalty: 713.289246 Iteration 0F: 3 clusters Score -90156.95 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -90737.007812 Penalty: 713.289246 Iteration 1F: 3 clusters Score -90737.01 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -90807.007812 Penalty: 713.289246 Iteration 2F: 3 clusters Score -90807.01 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -90859.328125 Penalty: 713.289246 Iteration 3Q: 3 clusters Score -90859.33 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -90912.632812 Penalty: 713.289246 Iteration 4Q: 3 clusters Score -90912.63 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -90968.414062 Penalty: 713.289246 Iteration 5Q: 3 clusters Score -90968.41 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -91022.718750 Penalty: 713.289246 Iteration 6Q: 3 clusters Score -91022.72 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -91071.695312 Penalty: 713.289246 Iteration 7Q: 3 clusters Score -91071.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -91127.875000 Penalty: 713.289246 Iteration 8Q: 3 clusters Score -91127.88 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -91197.218750 Penalty: 713.289246 Iteration 9Q: 3 clusters Score -91197.22 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -91260.281250 Penalty: 713.289246 Iteration 10Q: 3 clusters Score -91260.28 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -91315.125000 Penalty: 713.289246 Iteration 11Q: 3 clusters Score -91315.12 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -91377.937500 Penalty: 713.289246 Iteration 12Q: 3 clusters Score -91377.94 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -91422.054688 Penalty: 713.289246 Iteration 13Q: 3 clusters Score -91422.05 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -91451.429688 Penalty: 713.289246 Iteration 14Q: 3 clusters Score -91451.43 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -91483.460938 Penalty: 713.289246 Iteration 15Q: 3 clusters Score -91483.46 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -91517.070312 Penalty: 713.289246 Iteration 16Q: 3 clusters Score -91517.07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -91551.773438 Penalty: 713.289246 Iteration 17Q: 3 clusters Score -91551.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -91577.914062 Penalty: 713.289246 Iteration 18Q: 3 clusters Score -91577.91 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -91598.078125 Penalty: 713.289246 Iteration 19Q: 3 clusters Score -91598.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -91610.296875 Penalty: 713.289246 Iteration 20F: 3 clusters Score -91610.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -91616.562500 Penalty: 713.289246 Iteration 21Q: 3 clusters Score -91616.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -91621.351562 Penalty: 713.289246 Iteration 22Q: 3 clusters Score -91621.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -91629.500000 Penalty: 713.289246 Iteration 23Q: 3 clusters Score -91629.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -91640.734375 Penalty: 713.289246 Iteration 24Q: 3 clusters Score -91640.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -91650.492188 Penalty: 713.289246 Iteration 25Q: 3 clusters Score -91650.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -91655.156250 Penalty: 713.289246 Iteration 26Q: 3 clusters Score -91655.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -91662.625000 Penalty: 713.289246 Iteration 27Q: 3 clusters Score -91662.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -91665.554688 Penalty: 713.289246 Iteration 28Q: 3 clusters Score -91665.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -91670.156250 Penalty: 713.289246 Iteration 29Q: 3 clusters Score -91670.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -91673.984375 Penalty: 713.289246 Iteration 30Q: 3 clusters Score -91673.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -91673.984375 Penalty: 713.289246 Iteration 31F: 3 clusters Score -91673.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Entering Unmasked Estep Score: -140130.875000 Penalty: 377.989380 Iteration 0F: 2 clusters Score -140130.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -137354.109375 Penalty: 755.978760 Iteration 0F: 3 clusters Score -137354.1 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -138428.953125 Penalty: 755.978760 Iteration 1F: 3 clusters Score -138429 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -138605.296875 Penalty: 755.978760 Iteration 2F: 3 clusters Score -138605.3 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -138724.156250 Penalty: 755.978760 Iteration 3F: 3 clusters Score -138724.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -138844.625000 Penalty: 755.978760 Iteration 4Q: 3 clusters Score -138844.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -138997.140625 Penalty: 755.978760 Iteration 5Q: 3 clusters Score -138997.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -139178.453125 Penalty: 755.978760 Iteration 6F: 3 clusters Score -139178.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -139340.046875 Penalty: 755.978760 Iteration 7Q: 3 clusters Score -139340 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -139498.953125 Penalty: 755.978760 Iteration 8Q: 3 clusters Score -139499 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -139626.750000 Penalty: 755.978760 Iteration 9Q: 3 clusters Score -139626.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -139697.234375 Penalty: 755.978760 Iteration 10Q: 3 clusters Score -139697.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -139744.562500 Penalty: 755.978760 Iteration 11Q: 3 clusters Score -139744.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -139778.000000 Penalty: 755.978760 Iteration 12Q: 3 clusters Score -139778 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -139791.812500 Penalty: 755.978760 Iteration 13Q: 3 clusters Score -139791.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -139804.984375 Penalty: 755.978760 Iteration 14Q: 3 clusters Score -139805 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -139816.796875 Penalty: 755.978760 Iteration 15Q: 3 clusters Score -139816.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -139826.140625 Penalty: 755.978760 Iteration 16Q: 3 clusters Score -139826.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -139832.656250 Penalty: 755.978760 Iteration 17Q: 3 clusters Score -139832.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -139838.343750 Penalty: 755.978760 Iteration 18Q: 3 clusters Score -139838.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -139842.000000 Penalty: 755.978760 Iteration 19Q: 3 clusters Score -139842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -139845.390625 Penalty: 755.978760 Iteration 20F: 3 clusters Score -139845.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -139847.375000 Penalty: 755.978760 Iteration 21Q: 3 clusters Score -139847.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -139850.093750 Penalty: 755.978760 Iteration 22Q: 3 clusters Score -139850.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -139852.468750 Penalty: 755.978760 Iteration 23Q: 3 clusters Score -139852.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -139855.218750 Penalty: 755.978760 Iteration 24Q: 3 clusters Score -139855.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -139857.265625 Penalty: 755.978760 Iteration 25Q: 3 clusters Score -139857.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -139857.984375 Penalty: 755.978760 Iteration 26Q: 3 clusters Score -139858 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -139857.984375 Penalty: 755.978760 Iteration 27F: 3 clusters Score -139858 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (14500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14500 members Entering Unmasked Estep Score: -491332.531250 Penalty: 435.976593 Iteration 0F: 2 clusters Score -491332.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -481707.687500 Penalty: 871.953186 Iteration 0F: 3 clusters Score -481707.7 nChanged 6838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -485810.593750 Penalty: 871.953186 Iteration 1F: 3 clusters Score -485810.6 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -486357.906250 Penalty: 871.953186 Iteration 2F: 3 clusters Score -486357.9 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -486920.031250 Penalty: 871.953186 Iteration 3F: 3 clusters Score -486920 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -487592.875000 Penalty: 871.953186 Iteration 4F: 3 clusters Score -487592.9 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -488180.687500 Penalty: 871.953186 Iteration 5F: 3 clusters Score -488180.7 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -488593.875000 Penalty: 871.953186 Iteration 6F: 3 clusters Score -488593.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -488831.031250 Penalty: 871.953186 Iteration 7Q: 3 clusters Score -488831 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -488953.125000 Penalty: 871.953186 Iteration 8Q: 3 clusters Score -488953.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -489026.625000 Penalty: 871.953186 Iteration 9Q: 3 clusters Score -489026.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -489085.781250 Penalty: 871.953186 Iteration 10Q: 3 clusters Score -489085.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -489136.437500 Penalty: 871.953186 Iteration 11Q: 3 clusters Score -489136.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -489194.593750 Penalty: 871.953186 Iteration 12Q: 3 clusters Score -489194.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 4768 members Entering Unmasked Estep Score: -489265.343750 Penalty: 871.953186 Iteration 13Q: 3 clusters Score -489265.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -489335.156250 Penalty: 871.953186 Iteration 14Q: 3 clusters Score -489335.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -489400.718750 Penalty: 871.953186 Iteration 15Q: 3 clusters Score -489400.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -489462.562500 Penalty: 871.953186 Iteration 16Q: 3 clusters Score -489462.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10568 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -489527.000000 Penalty: 871.953186 Iteration 17Q: 3 clusters Score -489527 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10797 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -489609.375000 Penalty: 871.953186 Iteration 18Q: 3 clusters Score -489609.4 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -489718.062500 Penalty: 871.953186 Iteration 19Q: 3 clusters Score -489718.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -489826.343750 Penalty: 871.953186 Iteration 20F: 3 clusters Score -489826.3 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -489932.718750 Penalty: 871.953186 Iteration 21Q: 3 clusters Score -489932.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11858 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -490041.062500 Penalty: 871.953186 Iteration 22Q: 3 clusters Score -490041.1 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -490148.156250 Penalty: 871.953186 Iteration 23Q: 3 clusters Score -490148.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -490266.750000 Penalty: 871.953186 Iteration 24Q: 3 clusters Score -490266.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -490383.531250 Penalty: 871.953186 Iteration 25Q: 3 clusters Score -490383.5 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -490493.468750 Penalty: 871.953186 Iteration 26Q: 3 clusters Score -490493.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -490586.093750 Penalty: 871.953186 Iteration 27Q: 3 clusters Score -490586.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -490681.343750 Penalty: 871.953186 Iteration 28Q: 3 clusters Score -490681.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -490762.250000 Penalty: 871.953186 Iteration 29Q: 3 clusters Score -490762.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13538 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -490831.500000 Penalty: 871.953186 Iteration 30Q: 3 clusters Score -490831.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13662 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -490887.156250 Penalty: 871.953186 Iteration 31Q: 3 clusters Score -490887.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -490925.375000 Penalty: 871.953186 Iteration 32Q: 3 clusters Score -490925.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13826 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -490955.500000 Penalty: 871.953186 Iteration 33Q: 3 clusters Score -490955.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13886 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -490985.531250 Penalty: 871.953186 Iteration 34Q: 3 clusters Score -490985.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13936 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -491011.312500 Penalty: 871.953186 Iteration 35Q: 3 clusters Score -491011.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -491034.187500 Penalty: 871.953186 Iteration 36Q: 3 clusters Score -491034.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14016 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -491048.187500 Penalty: 871.953186 Iteration 37Q: 3 clusters Score -491048.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14039 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -491054.843750 Penalty: 871.953186 Iteration 38Q: 3 clusters Score -491054.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14060 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -491062.937500 Penalty: 871.953186 Iteration 39Q: 3 clusters Score -491062.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -491068.031250 Penalty: 871.953186 Iteration 40F: 3 clusters Score -491068 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -491072.656250 Penalty: 871.953186 Iteration 41Q: 3 clusters Score -491072.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14096 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -491072.750000 Penalty: 871.953186 Iteration 42Q: 3 clusters Score -491072.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14100 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -491072.937500 Penalty: 871.953186 Iteration 43Q: 3 clusters Score -491072.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -491074.562500 Penalty: 871.953186 Iteration 44Q: 3 clusters Score -491074.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14111 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -491074.812500 Penalty: 871.953186 Iteration 45Q: 3 clusters Score -491074.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14115 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -491075.375000 Penalty: 871.953186 Iteration 46Q: 3 clusters Score -491075.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -491075.656250 Penalty: 871.953186 Iteration 47Q: 3 clusters Score -491075.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -491075.656250 Penalty: 871.953186 Iteration 48F: 3 clusters Score -491075.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Entering Unmasked Estep Score: -12964.722656 Penalty: 277.462372 Iteration 0F: 2 clusters Score -12964.72 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 225 members Entering Unmasked Estep Score: -12508.864258 Penalty: 554.924744 Iteration 0F: 3 clusters Score -12508.86 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -12617.338867 Penalty: 554.924744 Iteration 1F: 3 clusters Score -12617.34 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -12653.394531 Penalty: 554.924744 Iteration 2F: 3 clusters Score -12653.39 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -12680.742188 Penalty: 554.924744 Iteration 3F: 3 clusters Score -12680.74 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -12694.558594 Penalty: 554.924744 Iteration 4Q: 3 clusters Score -12694.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -12698.525391 Penalty: 554.924744 Iteration 5Q: 3 clusters Score -12698.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -12699.435547 Penalty: 554.924744 Iteration 6Q: 3 clusters Score -12699.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -12709.921875 Penalty: 554.924744 Iteration 7Q: 3 clusters Score -12709.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -12733.098633 Penalty: 554.924744 Iteration 8Q: 3 clusters Score -12733.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -12735.844727 Penalty: 554.924744 Iteration 9Q: 3 clusters Score -12735.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -12736.330078 Penalty: 554.924744 Iteration 10Q: 3 clusters Score -12736.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -12737.699219 Penalty: 554.924744 Iteration 11Q: 3 clusters Score -12737.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -12738.454102 Penalty: 554.924744 Iteration 12Q: 3 clusters Score -12738.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -12741.628906 Penalty: 554.924744 Iteration 13Q: 3 clusters Score -12741.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -12748.359375 Penalty: 554.924744 Iteration 14Q: 3 clusters Score -12748.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -12749.708008 Penalty: 554.924744 Iteration 15Q: 3 clusters Score -12749.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -12749.708008 Penalty: 554.924744 Iteration 16F: 3 clusters Score -12749.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Entering Unmasked Estep Score: -10906.635742 Penalty: 273.624054 Iteration 0F: 2 clusters Score -10906.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -10481.770508 Penalty: 547.248108 Iteration 0F: 3 clusters Score -10481.77 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -10560.327148 Penalty: 547.248108 Iteration 1F: 3 clusters Score -10560.33 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -10593.150391 Penalty: 547.248108 Iteration 2F: 3 clusters Score -10593.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -10613.431641 Penalty: 547.248108 Iteration 3F: 3 clusters Score -10613.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -10626.516602 Penalty: 547.248108 Iteration 4Q: 3 clusters Score -10626.52 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -10640.467773 Penalty: 547.248108 Iteration 5Q: 3 clusters Score -10640.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -10644.737305 Penalty: 547.248108 Iteration 6Q: 3 clusters Score -10644.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -10646.045898 Penalty: 547.248108 Iteration 7Q: 3 clusters Score -10646.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -10646.931641 Penalty: 547.248108 Iteration 8Q: 3 clusters Score -10646.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -10649.429688 Penalty: 547.248108 Iteration 9Q: 3 clusters Score -10649.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -10652.683594 Penalty: 547.248108 Iteration 10Q: 3 clusters Score -10652.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -10654.849609 Penalty: 547.248108 Iteration 11Q: 3 clusters Score -10654.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -10659.425781 Penalty: 547.248108 Iteration 12Q: 3 clusters Score -10659.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -10661.555664 Penalty: 547.248108 Iteration 13Q: 3 clusters Score -10661.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -10667.551758 Penalty: 547.248108 Iteration 14Q: 3 clusters Score -10667.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -10676.388672 Penalty: 547.248108 Iteration 15Q: 3 clusters Score -10676.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -10689.794922 Penalty: 547.248108 Iteration 16Q: 3 clusters Score -10689.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -10691.514648 Penalty: 547.248108 Iteration 17Q: 3 clusters Score -10691.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -10691.514648 Penalty: 547.248108 Iteration 18F: 3 clusters Score -10691.51 nChanged 0 20->28 Clusters: Score -4958974.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 155465 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 7860 members Mstep: Class 3 contains 7905 members Mstep: Class 4 contains 7728 members Mstep: Class 5 contains 7826 members Mstep: Class 6 contains 7772 members Mstep: Class 7 contains 7576 members Mstep: Class 8 contains 7880 members Mstep: Class 9 contains 7708 members Mstep: Class 10 contains 7866 members Mstep: Class 11 contains 7682 members Mstep: Class 12 contains 7695 members Mstep: Class 13 contains 7857 members Mstep: Class 14 contains 7782 members Mstep: Class 15 contains 7861 members Mstep: Class 16 contains 7899 members Mstep: Class 17 contains 7799 members Mstep: Class 18 contains 7724 members Mstep: Class 19 contains 7565 members Mstep: Class 20 contains 7767 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 112.090446 but Gain 543.915039 Score: -4115664.250000 Penalty: 10334.384766 Iteration 0F: 20 clusters Score -4115664 nChanged 146874 Entering Unmasked Mstep Mstep: Class 0 contains 256 members Mstep: Class 1 contains 11909 members Mstep: Class 2 contains 11222 members Mstep: Class 3 contains 9365 members Mstep: Class 4 contains 8828 members Mstep: Class 5 contains 6805 members Mstep: Class 6 contains 8458 members Mstep: Class 7 contains 6277 members Mstep: Class 8 contains 8076 members Mstep: Class 9 contains 4057 members Mstep: Class 10 contains 7006 members Mstep: Class 11 contains 11205 members Mstep: Class 12 contains 7452 members Mstep: Class 13 contains 8862 members Mstep: Class 14 contains 6483 members Mstep: Class 15 contains 5504 members Mstep: Class 16 contains 5305 members Mstep: Class 17 contains 12132 members Mstep: Class 19 contains 7680 members Mstep: Class 20 contains 8583 members Entering Unmasked Estep ConsiderDeletion Score: -4593589.000000 Penalty: 10334.384766 Iteration 1F: 20 clusters Score -4593589 nChanged 59168 Entering Unmasked Mstep Mstep: Class 0 contains 131 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 7823 members Mstep: Class 3 contains 9738 members Mstep: Class 4 contains 12580 members Mstep: Class 5 contains 5956 members Mstep: Class 6 contains 9483 members Mstep: Class 7 contains 6137 members Mstep: Class 8 contains 6523 members Mstep: Class 9 contains 3952 members Mstep: Class 10 contains 4322 members Mstep: Class 11 contains 8809 members Mstep: Class 12 contains 12569 members Mstep: Class 13 contains 11568 members Mstep: Class 14 contains 4464 members Mstep: Class 15 contains 7529 members Mstep: Class 16 contains 7524 members Mstep: Class 17 contains 14614 members Mstep: Class 19 contains 6951 members Mstep: Class 20 contains 4976 members Entering Unmasked Estep ConsiderDeletion Score: -4731277.500000 Penalty: 10334.384766 Iteration 2F: 20 clusters Score -4731278 nChanged 40701 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 4661 members Mstep: Class 3 contains 8933 members Mstep: Class 4 contains 12204 members Mstep: Class 5 contains 6496 members Mstep: Class 6 contains 9612 members Mstep: Class 7 contains 4992 members Mstep: Class 8 contains 6381 members Mstep: Class 9 contains 3929 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 6389 members Mstep: Class 12 contains 18047 members Mstep: Class 13 contains 14902 members Mstep: Class 14 contains 2655 members Mstep: Class 15 contains 9483 members Mstep: Class 16 contains 9788 members Mstep: Class 17 contains 17395 members Mstep: Class 19 contains 5542 members Mstep: Class 20 contains 2702 members Entering Unmasked Estep ConsiderDeletion Score: -4805607.500000 Penalty: 10334.384766 Iteration 3F: 20 clusters Score -4805608 nChanged 29348 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 3602 members Mstep: Class 3 contains 6944 members Mstep: Class 4 contains 10269 members Mstep: Class 5 contains 8369 members Mstep: Class 6 contains 8863 members Mstep: Class 7 contains 3812 members Mstep: Class 8 contains 6631 members Mstep: Class 9 contains 3918 members Mstep: Class 10 contains 2468 members Mstep: Class 11 contains 4433 members Mstep: Class 12 contains 24174 members Mstep: Class 13 contains 16937 members Mstep: Class 14 contains 1623 members Mstep: Class 15 contains 11228 members Mstep: Class 16 contains 10653 members Mstep: Class 17 contains 19150 members Mstep: Class 19 contains 3931 members Mstep: Class 20 contains 1788 members Entering Unmasked Estep ConsiderDeletion Score: -4849466.000000 Penalty: 10334.384766 Iteration 4F: 20 clusters Score -4849466 nChanged 20068 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 3228 members Mstep: Class 3 contains 5037 members Mstep: Class 4 contains 7969 members Mstep: Class 5 contains 10014 members Mstep: Class 6 contains 8234 members Mstep: Class 7 contains 3273 members Mstep: Class 8 contains 6863 members Mstep: Class 9 contains 4150 members Mstep: Class 10 contains 2077 members Mstep: Class 11 contains 3215 members Mstep: Class 12 contains 29043 members Mstep: Class 13 contains 17804 members Mstep: Class 14 contains 1165 members Mstep: Class 15 contains 12451 members Mstep: Class 16 contains 10284 members Mstep: Class 17 contains 20977 members Mstep: Class 19 contains 2745 members Mstep: Class 20 contains 1451 members Entering Unmasked Estep ConsiderDeletion Score: -4871544.000000 Penalty: 10334.384766 Iteration 5F: 20 clusters Score -4871544 nChanged 13899 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 3000 members Mstep: Class 3 contains 3644 members Mstep: Class 4 contains 5918 members Mstep: Class 5 contains 11364 members Mstep: Class 6 contains 7721 members Mstep: Class 7 contains 3056 members Mstep: Class 8 contains 7451 members Mstep: Class 9 contains 4219 members Mstep: Class 10 contains 1850 members Mstep: Class 11 contains 2717 members Mstep: Class 12 contains 32314 members Mstep: Class 13 contains 18189 members Mstep: Class 14 contains 1076 members Mstep: Class 15 contains 13272 members Mstep: Class 16 contains 9725 members Mstep: Class 17 contains 21810 members Mstep: Class 19 contains 2036 members Mstep: Class 20 contains 1268 members Entering Unmasked Estep ConsiderDeletion Score: -4884834.000000 Penalty: 10334.384766 Iteration 6F: 20 clusters Score -4884834 nChanged 10377 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 2677 members Mstep: Class 3 contains 2736 members Mstep: Class 4 contains 4653 members Mstep: Class 5 contains 12550 members Mstep: Class 6 contains 7386 members Mstep: Class 7 contains 2711 members Mstep: Class 8 contains 8318 members Mstep: Class 9 contains 4078 members Mstep: Class 10 contains 1809 members Mstep: Class 11 contains 2677 members Mstep: Class 12 contains 34426 members Mstep: Class 13 contains 18168 members Mstep: Class 14 contains 1063 members Mstep: Class 15 contains 13721 members Mstep: Class 16 contains 9165 members Mstep: Class 17 contains 22251 members Mstep: Class 19 contains 1494 members Mstep: Class 20 contains 1145 members Entering Unmasked Estep ConsiderDeletion Score: -4894287.000000 Penalty: 10334.384766 Iteration 7F: 20 clusters Score -4894287 nChanged 8104 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2268 members Mstep: Class 3 contains 2153 members Mstep: Class 4 contains 4073 members Mstep: Class 5 contains 13518 members Mstep: Class 6 contains 7196 members Mstep: Class 7 contains 2324 members Mstep: Class 8 contains 9200 members Mstep: Class 9 contains 3799 members Mstep: Class 10 contains 1932 members Mstep: Class 11 contains 2786 members Mstep: Class 12 contains 35728 members Mstep: Class 13 contains 17997 members Mstep: Class 14 contains 1055 members Mstep: Class 15 contains 13942 members Mstep: Class 16 contains 8693 members Mstep: Class 17 contains 22522 members Mstep: Class 19 contains 1086 members Mstep: Class 20 contains 1066 members Entering Unmasked Estep ConsiderDeletion Score: -4901546.000000 Penalty: 10334.384766 Iteration 8F: 20 clusters Score -4901546 nChanged 6519 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 1909 members Mstep: Class 3 contains 1727 members Mstep: Class 4 contains 4174 members Mstep: Class 5 contains 14254 members Mstep: Class 6 contains 7093 members Mstep: Class 7 contains 1995 members Mstep: Class 8 contains 9887 members Mstep: Class 9 contains 3510 members Mstep: Class 10 contains 2058 members Mstep: Class 11 contains 2926 members Mstep: Class 12 contains 36460 members Mstep: Class 13 contains 17775 members Mstep: Class 14 contains 999 members Mstep: Class 15 contains 13969 members Mstep: Class 16 contains 8361 members Mstep: Class 17 contains 22674 members Mstep: Class 19 contains 797 members Mstep: Class 20 contains 1006 members Entering Unmasked Estep ConsiderDeletion Score: -4906852.000000 Penalty: 10334.384766 Iteration 9Q: 20 clusters Score -4906852 nChanged 5532 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 1667 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 4839 members Mstep: Class 5 contains 14815 members Mstep: Class 6 contains 7024 members Mstep: Class 7 contains 1669 members Mstep: Class 8 contains 10267 members Mstep: Class 9 contains 3243 members Mstep: Class 10 contains 2144 members Mstep: Class 11 contains 3025 members Mstep: Class 12 contains 36861 members Mstep: Class 13 contains 17536 members Mstep: Class 14 contains 918 members Mstep: Class 15 contains 13913 members Mstep: Class 16 contains 8064 members Mstep: Class 17 contains 22789 members Mstep: Class 19 contains 608 members Mstep: Class 20 contains 965 members Entering Unmasked Estep ConsiderDeletion Score: -4910268.000000 Penalty: 10334.384766 Iteration 10Q: 20 clusters Score -4910268 nChanged 4556 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1533 members Mstep: Class 3 contains 1186 members Mstep: Class 4 contains 5567 members Mstep: Class 5 contains 15158 members Mstep: Class 6 contains 6956 members Mstep: Class 7 contains 1414 members Mstep: Class 8 contains 10551 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 2223 members Mstep: Class 11 contains 3073 members Mstep: Class 12 contains 37096 members Mstep: Class 13 contains 17306 members Mstep: Class 14 contains 837 members Mstep: Class 15 contains 13856 members Mstep: Class 16 contains 7829 members Mstep: Class 17 contains 22885 members Mstep: Class 19 contains 487 members Mstep: Class 20 contains 940 members Entering Unmasked Estep ConsiderDeletion Score: -4912862.000000 Penalty: 10334.384766 Iteration 11Q: 20 clusters Score -4912862 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1486 members Mstep: Class 3 contains 1039 members Mstep: Class 4 contains 6334 members Mstep: Class 5 contains 15351 members Mstep: Class 6 contains 6905 members Mstep: Class 7 contains 1201 members Mstep: Class 8 contains 10762 members Mstep: Class 9 contains 2890 members Mstep: Class 10 contains 2275 members Mstep: Class 11 contains 3089 members Mstep: Class 12 contains 37248 members Mstep: Class 13 contains 17095 members Mstep: Class 14 contains 757 members Mstep: Class 15 contains 13858 members Mstep: Class 16 contains 7567 members Mstep: Class 17 contains 23002 members Mstep: Class 19 contains 411 members Mstep: Class 20 contains 907 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 525.117615 but Gain 543.915039 Score: -4915123.000000 Penalty: 9790.469727 Iteration 12Q: 19 clusters Score -4915123 nChanged 3991 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1469 members Mstep: Class 3 contains 952 members Mstep: Class 4 contains 7157 members Mstep: Class 5 contains 15394 members Mstep: Class 6 contains 6866 members Mstep: Class 7 contains 1068 members Mstep: Class 8 contains 10954 members Mstep: Class 9 contains 2802 members Mstep: Class 10 contains 2364 members Mstep: Class 11 contains 3094 members Mstep: Class 12 contains 37358 members Mstep: Class 13 contains 16913 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 13984 members Mstep: Class 16 contains 7292 members Mstep: Class 17 contains 23120 members Mstep: Class 20 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -4917494.500000 Penalty: 9790.469727 Iteration 13Q: 19 clusters Score -4917494 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1473 members Mstep: Class 3 contains 916 members Mstep: Class 4 contains 7963 members Mstep: Class 5 contains 15252 members Mstep: Class 6 contains 6771 members Mstep: Class 7 contains 984 members Mstep: Class 8 contains 11008 members Mstep: Class 9 contains 2762 members Mstep: Class 10 contains 2388 members Mstep: Class 11 contains 3091 members Mstep: Class 12 contains 37336 members Mstep: Class 13 contains 16717 members Mstep: Class 14 contains 652 members Mstep: Class 15 contains 14074 members Mstep: Class 16 contains 7034 members Mstep: Class 17 contains 23233 members Mstep: Class 20 contains 893 members Entering Unmasked Estep ConsiderDeletion Score: -4918980.000000 Penalty: 9790.469727 Iteration 14Q: 19 clusters Score -4918980 nChanged 2929 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 1490 members Mstep: Class 3 contains 914 members Mstep: Class 4 contains 8765 members Mstep: Class 5 contains 15051 members Mstep: Class 6 contains 6645 members Mstep: Class 7 contains 948 members Mstep: Class 8 contains 11011 members Mstep: Class 9 contains 2759 members Mstep: Class 10 contains 2384 members Mstep: Class 11 contains 3084 members Mstep: Class 12 contains 37276 members Mstep: Class 13 contains 16523 members Mstep: Class 14 contains 606 members Mstep: Class 15 contains 14155 members Mstep: Class 16 contains 6779 members Mstep: Class 17 contains 23342 members Mstep: Class 20 contains 876 members Entering Unmasked Estep ConsiderDeletion Score: -4920234.000000 Penalty: 9790.469727 Iteration 15Q: 19 clusters Score -4920234 nChanged 2534 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 1473 members Mstep: Class 3 contains 910 members Mstep: Class 4 contains 9496 members Mstep: Class 5 contains 14801 members Mstep: Class 6 contains 6560 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 10981 members Mstep: Class 9 contains 2749 members Mstep: Class 10 contains 2408 members Mstep: Class 11 contains 3083 members Mstep: Class 12 contains 37235 members Mstep: Class 13 contains 16361 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 14250 members Mstep: Class 16 contains 6567 members Mstep: Class 17 contains 23439 members Mstep: Class 20 contains 846 members Entering Unmasked Estep ConsiderDeletion Score: -4921220.500000 Penalty: 9790.469727 Iteration 16Q: 19 clusters Score -4921220 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1477 members Mstep: Class 3 contains 921 members Mstep: Class 4 contains 10114 members Mstep: Class 5 contains 14569 members Mstep: Class 6 contains 6480 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 10964 members Mstep: Class 9 contains 2769 members Mstep: Class 10 contains 2450 members Mstep: Class 11 contains 3078 members Mstep: Class 12 contains 37164 members Mstep: Class 13 contains 16213 members Mstep: Class 14 contains 512 members Mstep: Class 15 contains 14326 members Mstep: Class 16 contains 6364 members Mstep: Class 17 contains 23540 members Mstep: Class 20 contains 826 members Entering Unmasked Estep ConsiderDeletion Score: -4922062.000000 Penalty: 9790.469727 Iteration 17Q: 19 clusters Score -4922062 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 1486 members Mstep: Class 3 contains 951 members Mstep: Class 4 contains 10652 members Mstep: Class 5 contains 14327 members Mstep: Class 6 contains 6404 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 10921 members Mstep: Class 9 contains 2788 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 3070 members Mstep: Class 12 contains 37086 members Mstep: Class 13 contains 16086 members Mstep: Class 14 contains 472 members Mstep: Class 15 contains 14441 members Mstep: Class 16 contains 6161 members Mstep: Class 17 contains 23622 members Mstep: Class 20 contains 807 members Entering Unmasked Estep ConsiderDeletion Score: -4922672.000000 Penalty: 9790.469727 Iteration 18Q: 19 clusters Score -4922672 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1520 members Mstep: Class 3 contains 972 members Mstep: Class 4 contains 11079 members Mstep: Class 5 contains 14141 members Mstep: Class 6 contains 6355 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 10856 members Mstep: Class 9 contains 2791 members Mstep: Class 10 contains 2554 members Mstep: Class 11 contains 3072 members Mstep: Class 12 contains 37014 members Mstep: Class 13 contains 15976 members Mstep: Class 14 contains 439 members Mstep: Class 15 contains 14571 members Mstep: Class 16 contains 5968 members Mstep: Class 17 contains 23691 members Mstep: Class 20 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -4923224.500000 Penalty: 9790.469727 Iteration 19Q: 19 clusters Score -4923224 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1563 members Mstep: Class 3 contains 991 members Mstep: Class 4 contains 11455 members Mstep: Class 5 contains 13958 members Mstep: Class 6 contains 6315 members Mstep: Class 7 contains 932 members Mstep: Class 8 contains 10775 members Mstep: Class 9 contains 2799 members Mstep: Class 10 contains 2588 members Mstep: Class 11 contains 3065 members Mstep: Class 12 contains 36947 members Mstep: Class 13 contains 15886 members Mstep: Class 14 contains 411 members Mstep: Class 15 contains 14712 members Mstep: Class 16 contains 5797 members Mstep: Class 17 contains 23745 members Mstep: Class 20 contains 792 members Entering Unmasked Estep ConsiderDeletion Score: -4924103.500000 Penalty: 9790.469727 Iteration 20F: 19 clusters Score -4924104 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1620 members Mstep: Class 3 contains 1055 members Mstep: Class 4 contains 11928 members Mstep: Class 5 contains 13774 members Mstep: Class 6 contains 6244 members Mstep: Class 7 contains 972 members Mstep: Class 8 contains 10704 members Mstep: Class 9 contains 2842 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 3058 members Mstep: Class 12 contains 36846 members Mstep: Class 13 contains 15768 members Mstep: Class 14 contains 394 members Mstep: Class 15 contains 14730 members Mstep: Class 16 contains 5677 members Mstep: Class 17 contains 23784 members Mstep: Class 20 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -4924564.500000 Penalty: 9790.469727 Iteration 21Q: 19 clusters Score -4924564 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 1699 members Mstep: Class 3 contains 1095 members Mstep: Class 4 contains 12336 members Mstep: Class 5 contains 13586 members Mstep: Class 6 contains 6204 members Mstep: Class 7 contains 982 members Mstep: Class 8 contains 10618 members Mstep: Class 9 contains 2870 members Mstep: Class 10 contains 2575 members Mstep: Class 11 contains 3061 members Mstep: Class 12 contains 36755 members Mstep: Class 13 contains 15669 members Mstep: Class 14 contains 378 members Mstep: Class 15 contains 14728 members Mstep: Class 16 contains 5602 members Mstep: Class 17 contains 23825 members Mstep: Class 20 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -4924868.000000 Penalty: 9790.469727 Iteration 22Q: 19 clusters Score -4924868 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 1815 members Mstep: Class 3 contains 1119 members Mstep: Class 4 contains 12689 members Mstep: Class 5 contains 13401 members Mstep: Class 6 contains 6172 members Mstep: Class 7 contains 997 members Mstep: Class 8 contains 10558 members Mstep: Class 9 contains 2882 members Mstep: Class 10 contains 2577 members Mstep: Class 11 contains 3071 members Mstep: Class 12 contains 36669 members Mstep: Class 13 contains 15568 members Mstep: Class 14 contains 364 members Mstep: Class 15 contains 14697 members Mstep: Class 16 contains 5541 members Mstep: Class 17 contains 23861 members Mstep: Class 20 contains 800 members Entering Unmasked Estep ConsiderDeletion Score: -4925167.000000 Penalty: 9790.469727 Iteration 23Q: 19 clusters Score -4925167 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 1928 members Mstep: Class 3 contains 1134 members Mstep: Class 4 contains 12967 members Mstep: Class 5 contains 13266 members Mstep: Class 6 contains 6154 members Mstep: Class 7 contains 1004 members Mstep: Class 8 contains 10515 members Mstep: Class 9 contains 2888 members Mstep: Class 10 contains 2589 members Mstep: Class 11 contains 3074 members Mstep: Class 12 contains 36597 members Mstep: Class 13 contains 15481 members Mstep: Class 14 contains 362 members Mstep: Class 15 contains 14659 members Mstep: Class 16 contains 5470 members Mstep: Class 17 contains 23888 members Mstep: Class 20 contains 810 members Entering Unmasked Estep ConsiderDeletion Score: -4925449.500000 Penalty: 9790.469727 Iteration 24Q: 19 clusters Score -4925450 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2055 members Mstep: Class 3 contains 1153 members Mstep: Class 4 contains 13224 members Mstep: Class 5 contains 13142 members Mstep: Class 6 contains 6126 members Mstep: Class 7 contains 1011 members Mstep: Class 8 contains 10472 members Mstep: Class 9 contains 2887 members Mstep: Class 10 contains 2587 members Mstep: Class 11 contains 3080 members Mstep: Class 12 contains 36535 members Mstep: Class 13 contains 15407 members Mstep: Class 14 contains 348 members Mstep: Class 15 contains 14639 members Mstep: Class 16 contains 5411 members Mstep: Class 17 contains 23904 members Mstep: Class 20 contains 820 members Entering Unmasked Estep ConsiderDeletion Score: -4925737.500000 Penalty: 9790.469727 Iteration 25Q: 19 clusters Score -4925738 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1173 members Mstep: Class 4 contains 13432 members Mstep: Class 5 contains 13021 members Mstep: Class 6 contains 6113 members Mstep: Class 7 contains 1024 members Mstep: Class 8 contains 10442 members Mstep: Class 9 contains 2895 members Mstep: Class 10 contains 2598 members Mstep: Class 11 contains 3087 members Mstep: Class 12 contains 36476 members Mstep: Class 13 contains 15344 members Mstep: Class 14 contains 337 members Mstep: Class 15 contains 14588 members Mstep: Class 16 contains 5354 members Mstep: Class 17 contains 23922 members Mstep: Class 20 contains 825 members Entering Unmasked Estep ConsiderDeletion Score: -4926013.500000 Penalty: 9790.469727 Iteration 26Q: 19 clusters Score -4926014 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2321 members Mstep: Class 3 contains 1196 members Mstep: Class 4 contains 13658 members Mstep: Class 5 contains 12913 members Mstep: Class 6 contains 6090 members Mstep: Class 7 contains 1031 members Mstep: Class 8 contains 10374 members Mstep: Class 9 contains 2909 members Mstep: Class 10 contains 2609 members Mstep: Class 11 contains 3095 members Mstep: Class 12 contains 36418 members Mstep: Class 13 contains 15286 members Mstep: Class 14 contains 327 members Mstep: Class 15 contains 14532 members Mstep: Class 16 contains 5301 members Mstep: Class 17 contains 23933 members Mstep: Class 20 contains 837 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 539.758789 but Gain 543.915039 Score: -4926268.500000 Penalty: 9246.554688 Iteration 27Q: 18 clusters Score -4926268 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2488 members Mstep: Class 3 contains 1211 members Mstep: Class 4 contains 13886 members Mstep: Class 5 contains 12810 members Mstep: Class 6 contains 6096 members Mstep: Class 7 contains 1046 members Mstep: Class 8 contains 10424 members Mstep: Class 9 contains 2982 members Mstep: Class 10 contains 2658 members Mstep: Class 11 contains 3099 members Mstep: Class 12 contains 36340 members Mstep: Class 13 contains 15275 members Mstep: Class 15 contains 14456 members Mstep: Class 16 contains 5264 members Mstep: Class 17 contains 23950 members Mstep: Class 20 contains 845 members Entering Unmasked Estep ConsiderDeletion Score: -4926939.000000 Penalty: 9246.554688 Iteration 28Q: 18 clusters Score -4926939 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2628 members Mstep: Class 3 contains 1221 members Mstep: Class 4 contains 14125 members Mstep: Class 5 contains 12704 members Mstep: Class 6 contains 6075 members Mstep: Class 7 contains 1053 members Mstep: Class 8 contains 10386 members Mstep: Class 9 contains 2977 members Mstep: Class 10 contains 2662 members Mstep: Class 11 contains 3108 members Mstep: Class 12 contains 36271 members Mstep: Class 13 contains 15211 members Mstep: Class 15 contains 14376 members Mstep: Class 16 contains 5230 members Mstep: Class 17 contains 23956 members Mstep: Class 20 contains 855 members Entering Unmasked Estep ConsiderDeletion Score: -4927145.000000 Penalty: 9246.554688 Iteration 29Q: 18 clusters Score -4927145 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2784 members Mstep: Class 3 contains 1229 members Mstep: Class 4 contains 14347 members Mstep: Class 5 contains 12612 members Mstep: Class 6 contains 6053 members Mstep: Class 7 contains 1054 members Mstep: Class 8 contains 10334 members Mstep: Class 9 contains 2978 members Mstep: Class 10 contains 2648 members Mstep: Class 11 contains 3118 members Mstep: Class 12 contains 36206 members Mstep: Class 13 contains 15160 members Mstep: Class 15 contains 14282 members Mstep: Class 16 contains 5204 members Mstep: Class 17 contains 23964 members Mstep: Class 20 contains 862 members Entering Unmasked Estep ConsiderDeletion Score: -4927323.500000 Penalty: 9246.554688 Iteration 30Q: 18 clusters Score -4927324 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2951 members Mstep: Class 3 contains 1236 members Mstep: Class 4 contains 14566 members Mstep: Class 5 contains 12522 members Mstep: Class 6 contains 6035 members Mstep: Class 7 contains 1049 members Mstep: Class 8 contains 10270 members Mstep: Class 9 contains 2964 members Mstep: Class 10 contains 2641 members Mstep: Class 11 contains 3123 members Mstep: Class 12 contains 36132 members Mstep: Class 13 contains 15122 members Mstep: Class 15 contains 14196 members Mstep: Class 16 contains 5189 members Mstep: Class 17 contains 23968 members Mstep: Class 20 contains 871 members Entering Unmasked Estep ConsiderDeletion Score: -4927524.500000 Penalty: 9246.554688 Iteration 31Q: 18 clusters Score -4927524 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3144 members Mstep: Class 3 contains 1247 members Mstep: Class 4 contains 14761 members Mstep: Class 5 contains 12422 members Mstep: Class 6 contains 6020 members Mstep: Class 7 contains 1047 members Mstep: Class 8 contains 10208 members Mstep: Class 9 contains 2958 members Mstep: Class 10 contains 2622 members Mstep: Class 11 contains 3129 members Mstep: Class 12 contains 36040 members Mstep: Class 13 contains 15097 members Mstep: Class 15 contains 14123 members Mstep: Class 16 contains 5169 members Mstep: Class 17 contains 23971 members Mstep: Class 20 contains 875 members Entering Unmasked Estep ConsiderDeletion Score: -4927715.000000 Penalty: 9246.554688 Iteration 32Q: 18 clusters Score -4927715 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 3334 members Mstep: Class 3 contains 1256 members Mstep: Class 4 contains 14942 members Mstep: Class 5 contains 12344 members Mstep: Class 6 contains 6009 members Mstep: Class 7 contains 1043 members Mstep: Class 8 contains 10161 members Mstep: Class 9 contains 2935 members Mstep: Class 10 contains 2605 members Mstep: Class 11 contains 3135 members Mstep: Class 12 contains 35936 members Mstep: Class 13 contains 15068 members Mstep: Class 15 contains 14060 members Mstep: Class 16 contains 5152 members Mstep: Class 17 contains 23976 members Mstep: Class 20 contains 881 members Entering Unmasked Estep ConsiderDeletion Score: -4927879.000000 Penalty: 9246.554688 Iteration 33Q: 18 clusters Score -4927879 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 3561 members Mstep: Class 3 contains 1263 members Mstep: Class 4 contains 15111 members Mstep: Class 5 contains 12267 members Mstep: Class 6 contains 5999 members Mstep: Class 7 contains 1041 members Mstep: Class 8 contains 10099 members Mstep: Class 9 contains 2945 members Mstep: Class 10 contains 2590 members Mstep: Class 11 contains 3139 members Mstep: Class 12 contains 35791 members Mstep: Class 13 contains 15041 members Mstep: Class 15 contains 13980 members Mstep: Class 16 contains 5137 members Mstep: Class 17 contains 23979 members Mstep: Class 20 contains 894 members Entering Unmasked Estep ConsiderDeletion Score: -4928082.000000 Penalty: 9246.554688 Iteration 34Q: 18 clusters Score -4928082 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 3827 members Mstep: Class 3 contains 1270 members Mstep: Class 4 contains 15298 members Mstep: Class 5 contains 12196 members Mstep: Class 6 contains 5997 members Mstep: Class 7 contains 1036 members Mstep: Class 8 contains 9997 members Mstep: Class 9 contains 2959 members Mstep: Class 10 contains 2584 members Mstep: Class 11 contains 3142 members Mstep: Class 12 contains 35602 members Mstep: Class 13 contains 15010 members Mstep: Class 15 contains 13911 members Mstep: Class 16 contains 5116 members Mstep: Class 17 contains 23982 members Mstep: Class 20 contains 912 members Entering Unmasked Estep ConsiderDeletion Score: -4928243.000000 Penalty: 9246.554688 Iteration 35Q: 18 clusters Score -4928243 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 4102 members Mstep: Class 3 contains 1278 members Mstep: Class 4 contains 15487 members Mstep: Class 5 contains 12117 members Mstep: Class 6 contains 5997 members Mstep: Class 7 contains 1035 members Mstep: Class 8 contains 9880 members Mstep: Class 9 contains 2979 members Mstep: Class 10 contains 2571 members Mstep: Class 11 contains 3144 members Mstep: Class 12 contains 35418 members Mstep: Class 13 contains 14995 members Mstep: Class 15 contains 13822 members Mstep: Class 16 contains 5100 members Mstep: Class 17 contains 23989 members Mstep: Class 20 contains 925 members Entering Unmasked Estep ConsiderDeletion Score: -4928482.000000 Penalty: 9246.554688 Iteration 36Q: 18 clusters Score -4928482 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 4429 members Mstep: Class 3 contains 1291 members Mstep: Class 4 contains 15695 members Mstep: Class 5 contains 12034 members Mstep: Class 6 contains 5990 members Mstep: Class 7 contains 1030 members Mstep: Class 8 contains 9747 members Mstep: Class 9 contains 2972 members Mstep: Class 10 contains 2560 members Mstep: Class 11 contains 3146 members Mstep: Class 12 contains 35197 members Mstep: Class 13 contains 14978 members Mstep: Class 15 contains 13757 members Mstep: Class 16 contains 5079 members Mstep: Class 17 contains 23994 members Mstep: Class 20 contains 941 members Entering Unmasked Estep ConsiderDeletion Score: -4928694.000000 Penalty: 9246.554688 Iteration 37Q: 18 clusters Score -4928694 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 4753 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 15906 members Mstep: Class 5 contains 11968 members Mstep: Class 6 contains 5982 members Mstep: Class 7 contains 1027 members Mstep: Class 8 contains 9617 members Mstep: Class 9 contains 2976 members Mstep: Class 10 contains 2537 members Mstep: Class 11 contains 3148 members Mstep: Class 12 contains 34975 members Mstep: Class 13 contains 14961 members Mstep: Class 15 contains 13684 members Mstep: Class 16 contains 5055 members Mstep: Class 17 contains 24000 members Mstep: Class 20 contains 958 members Entering Unmasked Estep ConsiderDeletion Score: -4928895.000000 Penalty: 9246.554688 Iteration 38Q: 18 clusters Score -4928895 nChanged 833 Entering ConstructFrom: Score: -4928895.000000 Penalty: 9246.554688 Entering ConstructFrom: Trying to split cluster 1 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -70176.617188 Penalty: 357.215149 Iteration 0F: 2 clusters Score -70176.62 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 1307 members Entering Unmasked Estep Score: -68451.250000 Penalty: 714.430298 Iteration 0F: 3 clusters Score -68451.25 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -70097.656250 Penalty: 714.430298 Iteration 1F: 3 clusters Score -70097.66 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -72067.679688 Penalty: 714.430298 Iteration 2F: 3 clusters Score -72067.68 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -72613.640625 Penalty: 714.430298 Iteration 3F: 3 clusters Score -72613.64 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -72677.117188 Penalty: 714.430298 Iteration 4Q: 3 clusters Score -72677.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -72689.398438 Penalty: 714.430298 Iteration 5Q: 3 clusters Score -72689.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -72696.757812 Penalty: 714.430298 Iteration 6Q: 3 clusters Score -72696.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -72700.406250 Penalty: 714.430298 Iteration 7Q: 3 clusters Score -72700.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -72701.960938 Penalty: 714.430298 Iteration 8Q: 3 clusters Score -72701.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -72702.718750 Penalty: 714.430298 Iteration 9Q: 3 clusters Score -72702.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -72704.835938 Penalty: 714.430298 Iteration 10Q: 3 clusters Score -72704.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -72706.976562 Penalty: 714.430298 Iteration 11Q: 3 clusters Score -72706.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -72707.781250 Penalty: 714.430298 Iteration 12Q: 3 clusters Score -72707.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -72707.812500 Penalty: 714.430298 Iteration 13Q: 3 clusters Score -72707.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -72707.812500 Penalty: 714.430298 Iteration 14F: 3 clusters Score -72707.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5070 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 16115 members Mstep: Class 5 contains 11907 members Mstep: Class 6 contains 5981 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 9504 members Mstep: Class 9 contains 2952 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 3148 members Mstep: Class 12 contains 34737 members Mstep: Class 13 contains 14953 members Mstep: Class 14 contains 1737 members Mstep: Class 15 contains 13602 members Mstep: Class 16 contains 5042 members Mstep: Class 17 contains 24004 members Mstep: Class 20 contains 975 members Entering Unmasked Estep Score: -4931303.500000 Penalty: 9790.469727 Splitting cluster 1 changes total score from -4928895.000000 to -4931303.500000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 2 (5070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Entering Unmasked Estep Score: -182561.046875 Penalty: 388.164886 Iteration 0F: 2 clusters Score -182561 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -179111.625000 Penalty: 776.329773 Iteration 0F: 3 clusters Score -179111.6 nChanged 2313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -180525.500000 Penalty: 776.329773 Iteration 1F: 3 clusters Score -180525.5 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -180818.468750 Penalty: 776.329773 Iteration 2F: 3 clusters Score -180818.5 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -181125.015625 Penalty: 776.329773 Iteration 3F: 3 clusters Score -181125 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -181409.203125 Penalty: 776.329773 Iteration 4F: 3 clusters Score -181409.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -181635.218750 Penalty: 776.329773 Iteration 5F: 3 clusters Score -181635.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -181786.781250 Penalty: 776.329773 Iteration 6Q: 3 clusters Score -181786.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -181916.843750 Penalty: 776.329773 Iteration 7Q: 3 clusters Score -181916.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -182040.421875 Penalty: 776.329773 Iteration 8Q: 3 clusters Score -182040.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -182131.828125 Penalty: 776.329773 Iteration 9Q: 3 clusters Score -182131.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -182172.031250 Penalty: 776.329773 Iteration 10Q: 3 clusters Score -182172 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -182197.031250 Penalty: 776.329773 Iteration 11Q: 3 clusters Score -182197 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -182219.828125 Penalty: 776.329773 Iteration 12Q: 3 clusters Score -182219.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -182234.265625 Penalty: 776.329773 Iteration 13Q: 3 clusters Score -182234.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -182241.812500 Penalty: 776.329773 Iteration 14Q: 3 clusters Score -182241.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -182247.578125 Penalty: 776.329773 Iteration 15Q: 3 clusters Score -182247.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -182256.203125 Penalty: 776.329773 Iteration 16Q: 3 clusters Score -182256.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -182265.593750 Penalty: 776.329773 Iteration 17Q: 3 clusters Score -182265.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -182272.656250 Penalty: 776.329773 Iteration 18Q: 3 clusters Score -182272.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -182277.062500 Penalty: 776.329773 Iteration 19Q: 3 clusters Score -182277.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -182281.171875 Penalty: 776.329773 Iteration 20F: 3 clusters Score -182281.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -182286.328125 Penalty: 776.329773 Iteration 21Q: 3 clusters Score -182286.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -182290.656250 Penalty: 776.329773 Iteration 22Q: 3 clusters Score -182290.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -182292.843750 Penalty: 776.329773 Iteration 23Q: 3 clusters Score -182292.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -182295.656250 Penalty: 776.329773 Iteration 24Q: 3 clusters Score -182295.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -182296.781250 Penalty: 776.329773 Iteration 25Q: 3 clusters Score -182296.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -182297.359375 Penalty: 776.329773 Iteration 26Q: 3 clusters Score -182297.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -182298.296875 Penalty: 776.329773 Iteration 27Q: 3 clusters Score -182298.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4681 members Entering Unmasked Estep Score: -182298.296875 Penalty: 776.329773 Iteration 28F: 3 clusters Score -182298.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Entering Unmasked Estep Score: -43634.968750 Penalty: 326.029968 Iteration 0F: 2 clusters Score -43634.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -42657.011719 Penalty: 652.059937 Iteration 0F: 3 clusters Score -42657.01 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -42969.414062 Penalty: 652.059937 Iteration 1F: 3 clusters Score -42969.41 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -43030.000000 Penalty: 652.059937 Iteration 2F: 3 clusters Score -43030 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -43069.460938 Penalty: 652.059937 Iteration 3F: 3 clusters Score -43069.46 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -43118.328125 Penalty: 652.059937 Iteration 4Q: 3 clusters Score -43118.33 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -43152.007812 Penalty: 652.059937 Iteration 5Q: 3 clusters Score -43152.01 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -43177.816406 Penalty: 652.059937 Iteration 6Q: 3 clusters Score -43177.82 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -43202.558594 Penalty: 652.059937 Iteration 7Q: 3 clusters Score -43202.56 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -43229.121094 Penalty: 652.059937 Iteration 8Q: 3 clusters Score -43229.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -43261.582031 Penalty: 652.059937 Iteration 9Q: 3 clusters Score -43261.58 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -43295.074219 Penalty: 652.059937 Iteration 10Q: 3 clusters Score -43295.07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -43348.515625 Penalty: 652.059937 Iteration 11Q: 3 clusters Score -43348.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -43408.859375 Penalty: 652.059937 Iteration 12Q: 3 clusters Score -43408.86 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -43450.386719 Penalty: 652.059937 Iteration 13Q: 3 clusters Score -43450.39 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -43473.703125 Penalty: 652.059937 Iteration 14Q: 3 clusters Score -43473.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -43495.796875 Penalty: 652.059937 Iteration 15Q: 3 clusters Score -43495.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -43524.007812 Penalty: 652.059937 Iteration 16Q: 3 clusters Score -43524.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -43556.613281 Penalty: 652.059937 Iteration 17Q: 3 clusters Score -43556.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -43593.902344 Penalty: 652.059937 Iteration 18Q: 3 clusters Score -43593.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -43605.441406 Penalty: 652.059937 Iteration 19Q: 3 clusters Score -43605.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -43609.894531 Penalty: 652.059937 Iteration 20F: 3 clusters Score -43609.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -43612.347656 Penalty: 652.059937 Iteration 21Q: 3 clusters Score -43612.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -43614.796875 Penalty: 652.059937 Iteration 22Q: 3 clusters Score -43614.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -43616.261719 Penalty: 652.059937 Iteration 23Q: 3 clusters Score -43616.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -43616.843750 Penalty: 652.059937 Iteration 24Q: 3 clusters Score -43616.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -43617.664062 Penalty: 652.059937 Iteration 25Q: 3 clusters Score -43617.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -43618.015625 Penalty: 652.059937 Iteration 26Q: 3 clusters Score -43618.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -43618.175781 Penalty: 652.059937 Iteration 27Q: 3 clusters Score -43618.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -43618.175781 Penalty: 652.059937 Iteration 28F: 3 clusters Score -43618.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (16115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16115 members Entering Unmasked Estep Score: -560992.750000 Penalty: 440.781525 Iteration 0F: 2 clusters Score -560992.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -550181.875000 Penalty: 881.563049 Iteration 0F: 3 clusters Score -550181.9 nChanged 7686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 8516 members Entering Unmasked Estep Score: -554584.687500 Penalty: 881.563049 Iteration 1F: 3 clusters Score -554584.7 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 8782 members Entering Unmasked Estep Score: -554847.375000 Penalty: 881.563049 Iteration 2Q: 3 clusters Score -554847.4 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 9220 members Entering Unmasked Estep Score: -555188.375000 Penalty: 881.563049 Iteration 3F: 3 clusters Score -555188.4 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 9805 members Entering Unmasked Estep Score: -555663.625000 Penalty: 881.563049 Iteration 4F: 3 clusters Score -555663.6 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -556305.187500 Penalty: 881.563049 Iteration 5F: 3 clusters Score -556305.2 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -557093.125000 Penalty: 881.563049 Iteration 6F: 3 clusters Score -557093.1 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -557872.750000 Penalty: 881.563049 Iteration 7F: 3 clusters Score -557872.8 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -558490.062500 Penalty: 881.563049 Iteration 8Q: 3 clusters Score -558490.1 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 12939 members Entering Unmasked Estep Score: -558880.187500 Penalty: 881.563049 Iteration 9Q: 3 clusters Score -558880.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 13331 members Entering Unmasked Estep Score: -559140.250000 Penalty: 881.563049 Iteration 10Q: 3 clusters Score -559140.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 13708 members Entering Unmasked Estep Score: -559353.437500 Penalty: 881.563049 Iteration 11Q: 3 clusters Score -559353.4 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 14089 members Entering Unmasked Estep Score: -559572.375000 Penalty: 881.563049 Iteration 12Q: 3 clusters Score -559572.4 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 14425 members Entering Unmasked Estep Score: -559770.437500 Penalty: 881.563049 Iteration 13Q: 3 clusters Score -559770.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 14740 members Entering Unmasked Estep Score: -559962.750000 Penalty: 881.563049 Iteration 14Q: 3 clusters Score -559962.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 15001 members Entering Unmasked Estep Score: -560112.312500 Penalty: 881.563049 Iteration 15Q: 3 clusters Score -560112.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 15221 members Entering Unmasked Estep Score: -560245.312500 Penalty: 881.563049 Iteration 16Q: 3 clusters Score -560245.3 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 15402 members Entering Unmasked Estep Score: -560363.000000 Penalty: 881.563049 Iteration 17Q: 3 clusters Score -560363 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -560453.562500 Penalty: 881.563049 Iteration 18Q: 3 clusters Score -560453.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 15649 members Entering Unmasked Estep Score: -560513.625000 Penalty: 881.563049 Iteration 19Q: 3 clusters Score -560513.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -560550.812500 Penalty: 881.563049 Iteration 20F: 3 clusters Score -560550.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 15765 members Entering Unmasked Estep Score: -560573.875000 Penalty: 881.563049 Iteration 21Q: 3 clusters Score -560573.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 15794 members Entering Unmasked Estep Score: -560585.812500 Penalty: 881.563049 Iteration 22Q: 3 clusters Score -560585.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 15817 members Entering Unmasked Estep Score: -560596.312500 Penalty: 881.563049 Iteration 23Q: 3 clusters Score -560596.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -560608.750000 Penalty: 881.563049 Iteration 24Q: 3 clusters Score -560608.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -560616.437500 Penalty: 881.563049 Iteration 25Q: 3 clusters Score -560616.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 15871 members Entering Unmasked Estep Score: -560625.937500 Penalty: 881.563049 Iteration 26Q: 3 clusters Score -560625.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 15884 members Entering Unmasked Estep Score: -560633.750000 Penalty: 881.563049 Iteration 27Q: 3 clusters Score -560633.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -560640.500000 Penalty: 881.563049 Iteration 28Q: 3 clusters Score -560640.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 15898 members Entering Unmasked Estep Score: -560644.187500 Penalty: 881.563049 Iteration 29Q: 3 clusters Score -560644.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 15901 members Entering Unmasked Estep Score: -560646.687500 Penalty: 881.563049 Iteration 30Q: 3 clusters Score -560646.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -560647.375000 Penalty: 881.563049 Iteration 31Q: 3 clusters Score -560647.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -560647.375000 Penalty: 881.563049 Iteration 32F: 3 clusters Score -560647.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (11907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11907 members Entering Unmasked Estep Score: -417947.500000 Penalty: 427.012115 Iteration 0F: 2 clusters Score -417947.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -410001.250000 Penalty: 854.024231 Iteration 0F: 3 clusters Score -410001.2 nChanged 5598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -413516.031250 Penalty: 854.024231 Iteration 1F: 3 clusters Score -413516 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -414127.531250 Penalty: 854.024231 Iteration 2F: 3 clusters Score -414127.5 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -414929.000000 Penalty: 854.024231 Iteration 3F: 3 clusters Score -414929 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9587 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -415815.312500 Penalty: 854.024231 Iteration 4F: 3 clusters Score -415815.3 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10251 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -416487.656250 Penalty: 854.024231 Iteration 5F: 3 clusters Score -416487.7 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -416894.218750 Penalty: 854.024231 Iteration 6Q: 3 clusters Score -416894.2 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -417149.843750 Penalty: 854.024231 Iteration 7Q: 3 clusters Score -417149.8 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -417323.625000 Penalty: 854.024231 Iteration 8Q: 3 clusters Score -417323.6 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -417418.531250 Penalty: 854.024231 Iteration 9Q: 3 clusters Score -417418.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -417481.375000 Penalty: 854.024231 Iteration 10Q: 3 clusters Score -417481.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -417523.343750 Penalty: 854.024231 Iteration 11Q: 3 clusters Score -417523.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -417555.187500 Penalty: 854.024231 Iteration 12Q: 3 clusters Score -417555.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -417573.468750 Penalty: 854.024231 Iteration 13Q: 3 clusters Score -417573.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -417585.312500 Penalty: 854.024231 Iteration 14Q: 3 clusters Score -417585.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11684 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -417590.906250 Penalty: 854.024231 Iteration 15Q: 3 clusters Score -417590.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11693 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -417595.625000 Penalty: 854.024231 Iteration 16Q: 3 clusters Score -417595.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -417597.937500 Penalty: 854.024231 Iteration 17Q: 3 clusters Score -417597.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11700 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -417599.500000 Penalty: 854.024231 Iteration 18Q: 3 clusters Score -417599.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -417601.656250 Penalty: 854.024231 Iteration 19Q: 3 clusters Score -417601.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -417601.843750 Penalty: 854.024231 Iteration 20F: 3 clusters Score -417601.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -417603.656250 Penalty: 854.024231 Iteration 21Q: 3 clusters Score -417603.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -417604.437500 Penalty: 854.024231 Iteration 22Q: 3 clusters Score -417604.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -417604.906250 Penalty: 854.024231 Iteration 23Q: 3 clusters Score -417604.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -417605.750000 Penalty: 854.024231 Iteration 24Q: 3 clusters Score -417605.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -417606.906250 Penalty: 854.024231 Iteration 25Q: 3 clusters Score -417606.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -417609.250000 Penalty: 854.024231 Iteration 26Q: 3 clusters Score -417609.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -417611.343750 Penalty: 854.024231 Iteration 27Q: 3 clusters Score -417611.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11713 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -417611.437500 Penalty: 854.024231 Iteration 28Q: 3 clusters Score -417611.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -417612.062500 Penalty: 854.024231 Iteration 29Q: 3 clusters Score -417612.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -417612.062500 Penalty: 854.024231 Iteration 30F: 3 clusters Score -417612.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Entering Unmasked Estep Score: -200812.734375 Penalty: 395.683624 Iteration 0F: 2 clusters Score -200812.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -196895.859375 Penalty: 791.367249 Iteration 0F: 3 clusters Score -196895.9 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -198757.562500 Penalty: 791.367249 Iteration 1F: 3 clusters Score -198757.6 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -199132.937500 Penalty: 791.367249 Iteration 2F: 3 clusters Score -199132.9 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -199409.781250 Penalty: 791.367249 Iteration 3F: 3 clusters Score -199409.8 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -199609.562500 Penalty: 791.367249 Iteration 4F: 3 clusters Score -199609.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -199721.515625 Penalty: 791.367249 Iteration 5Q: 3 clusters Score -199721.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -199813.906250 Penalty: 791.367249 Iteration 6Q: 3 clusters Score -199813.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -199879.343750 Penalty: 791.367249 Iteration 7Q: 3 clusters Score -199879.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -199932.937500 Penalty: 791.367249 Iteration 8Q: 3 clusters Score -199932.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -199977.625000 Penalty: 791.367249 Iteration 9Q: 3 clusters Score -199977.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -200021.781250 Penalty: 791.367249 Iteration 10Q: 3 clusters Score -200021.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -200052.968750 Penalty: 791.367249 Iteration 11Q: 3 clusters Score -200053 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -200093.140625 Penalty: 791.367249 Iteration 12Q: 3 clusters Score -200093.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -200142.312500 Penalty: 791.367249 Iteration 13Q: 3 clusters Score -200142.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -200168.937500 Penalty: 791.367249 Iteration 14Q: 3 clusters Score -200168.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -200183.890625 Penalty: 791.367249 Iteration 15Q: 3 clusters Score -200183.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -200195.546875 Penalty: 791.367249 Iteration 16Q: 3 clusters Score -200195.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -200206.140625 Penalty: 791.367249 Iteration 17Q: 3 clusters Score -200206.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -200218.484375 Penalty: 791.367249 Iteration 18Q: 3 clusters Score -200218.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -200231.859375 Penalty: 791.367249 Iteration 19Q: 3 clusters Score -200231.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -200241.375000 Penalty: 791.367249 Iteration 20F: 3 clusters Score -200241.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -200249.796875 Penalty: 791.367249 Iteration 21Q: 3 clusters Score -200249.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -200257.562500 Penalty: 791.367249 Iteration 22Q: 3 clusters Score -200257.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -200264.078125 Penalty: 791.367249 Iteration 23Q: 3 clusters Score -200264.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -200270.765625 Penalty: 791.367249 Iteration 24Q: 3 clusters Score -200270.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -200276.828125 Penalty: 791.367249 Iteration 25Q: 3 clusters Score -200276.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -200282.984375 Penalty: 791.367249 Iteration 26Q: 3 clusters Score -200283 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -200292.140625 Penalty: 791.367249 Iteration 27Q: 3 clusters Score -200292.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -200300.609375 Penalty: 791.367249 Iteration 28Q: 3 clusters Score -200300.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -200306.000000 Penalty: 791.367249 Iteration 29Q: 3 clusters Score -200306 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -200310.031250 Penalty: 791.367249 Iteration 30Q: 3 clusters Score -200310 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -200313.812500 Penalty: 791.367249 Iteration 31Q: 3 clusters Score -200313.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -200316.671875 Penalty: 791.367249 Iteration 32Q: 3 clusters Score -200316.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -200319.078125 Penalty: 791.367249 Iteration 33Q: 3 clusters Score -200319.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -200325.781250 Penalty: 791.367249 Iteration 34Q: 3 clusters Score -200325.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -200335.015625 Penalty: 791.367249 Iteration 35Q: 3 clusters Score -200335 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -200342.281250 Penalty: 791.367249 Iteration 36Q: 3 clusters Score -200342.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -200347.015625 Penalty: 791.367249 Iteration 37Q: 3 clusters Score -200347 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -200350.718750 Penalty: 791.367249 Iteration 38Q: 3 clusters Score -200350.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -200353.281250 Penalty: 791.367249 Iteration 39Q: 3 clusters Score -200353.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -200355.171875 Penalty: 791.367249 Iteration 40F: 3 clusters Score -200355.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -200357.093750 Penalty: 791.367249 Iteration 41Q: 3 clusters Score -200357.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -200358.890625 Penalty: 791.367249 Iteration 42Q: 3 clusters Score -200358.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -200359.218750 Penalty: 791.367249 Iteration 43Q: 3 clusters Score -200359.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -200359.843750 Penalty: 791.367249 Iteration 44Q: 3 clusters Score -200359.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -200360.312500 Penalty: 791.367249 Iteration 45Q: 3 clusters Score -200360.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -200360.906250 Penalty: 791.367249 Iteration 46Q: 3 clusters Score -200360.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -200361.531250 Penalty: 791.367249 Iteration 47Q: 3 clusters Score -200361.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -200361.578125 Penalty: 791.367249 Iteration 48Q: 3 clusters Score -200361.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -200361.562500 Penalty: 791.367249 Iteration 49Q: 3 clusters Score -200361.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -200361.562500 Penalty: 791.367249 Iteration 50F: 3 clusters Score -200361.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -36010.046875 Penalty: 315.337524 Iteration 0F: 2 clusters Score -36010.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -35194.718750 Penalty: 630.675049 Iteration 0F: 3 clusters Score -35194.72 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -35425.796875 Penalty: 630.675049 Iteration 1F: 3 clusters Score -35425.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -35490.015625 Penalty: 630.675049 Iteration 2F: 3 clusters Score -35490.02 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -35548.121094 Penalty: 630.675049 Iteration 3F: 3 clusters Score -35548.12 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -35592.140625 Penalty: 630.675049 Iteration 4F: 3 clusters Score -35592.14 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -35615.421875 Penalty: 630.675049 Iteration 5Q: 3 clusters Score -35615.42 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -35632.085938 Penalty: 630.675049 Iteration 6Q: 3 clusters Score -35632.09 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -35643.167969 Penalty: 630.675049 Iteration 7Q: 3 clusters Score -35643.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -35650.714844 Penalty: 630.675049 Iteration 8Q: 3 clusters Score -35650.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -35659.265625 Penalty: 630.675049 Iteration 9Q: 3 clusters Score -35659.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -35665.671875 Penalty: 630.675049 Iteration 10Q: 3 clusters Score -35665.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -35670.503906 Penalty: 630.675049 Iteration 11Q: 3 clusters Score -35670.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -35673.871094 Penalty: 630.675049 Iteration 12Q: 3 clusters Score -35673.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -35683.449219 Penalty: 630.675049 Iteration 13Q: 3 clusters Score -35683.45 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -35691.605469 Penalty: 630.675049 Iteration 14Q: 3 clusters Score -35691.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -35698.375000 Penalty: 630.675049 Iteration 15Q: 3 clusters Score -35698.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -35702.433594 Penalty: 630.675049 Iteration 16Q: 3 clusters Score -35702.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -35705.023438 Penalty: 630.675049 Iteration 17Q: 3 clusters Score -35705.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -35707.335938 Penalty: 630.675049 Iteration 18Q: 3 clusters Score -35707.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -35709.003906 Penalty: 630.675049 Iteration 19Q: 3 clusters Score -35709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -35709.144531 Penalty: 630.675049 Iteration 20F: 3 clusters Score -35709.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -35709.253906 Penalty: 630.675049 Iteration 21Q: 3 clusters Score -35709.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -35709.679688 Penalty: 630.675049 Iteration 22Q: 3 clusters Score -35709.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -35710.480469 Penalty: 630.675049 Iteration 23Q: 3 clusters Score -35710.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -35710.957031 Penalty: 630.675049 Iteration 24Q: 3 clusters Score -35710.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -35711.378906 Penalty: 630.675049 Iteration 25Q: 3 clusters Score -35711.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -35711.593750 Penalty: 630.675049 Iteration 26Q: 3 clusters Score -35711.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -35711.593750 Penalty: 630.675049 Iteration 27F: 3 clusters Score -35711.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Entering Unmasked Estep Score: -322613.437500 Penalty: 416.755768 Iteration 0F: 2 clusters Score -322613.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 4763 members Entering Unmasked Estep Score: -316316.156250 Penalty: 833.511536 Iteration 0F: 3 clusters Score -316316.2 nChanged 4385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -318659.375000 Penalty: 833.511536 Iteration 1F: 3 clusters Score -318659.4 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -318827.531250 Penalty: 833.511536 Iteration 2Q: 3 clusters Score -318827.5 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -319051.437500 Penalty: 833.511536 Iteration 3F: 3 clusters Score -319051.4 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -319358.250000 Penalty: 833.511536 Iteration 4F: 3 clusters Score -319358.2 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -319749.062500 Penalty: 833.511536 Iteration 5F: 3 clusters Score -319749.1 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -320190.031250 Penalty: 833.511536 Iteration 6F: 3 clusters Score -320190 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -320604.625000 Penalty: 833.511536 Iteration 7F: 3 clusters Score -320604.6 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -320963.312500 Penalty: 833.511536 Iteration 8F: 3 clusters Score -320963.3 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -321170.593750 Penalty: 833.511536 Iteration 9Q: 3 clusters Score -321170.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -321281.781250 Penalty: 833.511536 Iteration 10Q: 3 clusters Score -321281.8 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -321367.656250 Penalty: 833.511536 Iteration 11Q: 3 clusters Score -321367.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -321441.937500 Penalty: 833.511536 Iteration 12Q: 3 clusters Score -321441.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -321503.218750 Penalty: 833.511536 Iteration 13Q: 3 clusters Score -321503.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -321567.750000 Penalty: 833.511536 Iteration 14Q: 3 clusters Score -321567.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6406 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -321629.031250 Penalty: 833.511536 Iteration 15Q: 3 clusters Score -321629 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -321692.906250 Penalty: 833.511536 Iteration 16Q: 3 clusters Score -321692.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -321748.375000 Penalty: 833.511536 Iteration 17Q: 3 clusters Score -321748.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -321802.500000 Penalty: 833.511536 Iteration 18Q: 3 clusters Score -321802.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -321853.906250 Penalty: 833.511536 Iteration 19Q: 3 clusters Score -321853.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -321906.156250 Penalty: 833.511536 Iteration 20F: 3 clusters Score -321906.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -321945.156250 Penalty: 833.511536 Iteration 21Q: 3 clusters Score -321945.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7132 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -321978.968750 Penalty: 833.511536 Iteration 22Q: 3 clusters Score -321979 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -322008.781250 Penalty: 833.511536 Iteration 23Q: 3 clusters Score -322008.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -322043.031250 Penalty: 833.511536 Iteration 24Q: 3 clusters Score -322043 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -322071.687500 Penalty: 833.511536 Iteration 25Q: 3 clusters Score -322071.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -322089.656250 Penalty: 833.511536 Iteration 26Q: 3 clusters Score -322089.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7525 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -322104.593750 Penalty: 833.511536 Iteration 27Q: 3 clusters Score -322104.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -322113.968750 Penalty: 833.511536 Iteration 28Q: 3 clusters Score -322114 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -322122.187500 Penalty: 833.511536 Iteration 29Q: 3 clusters Score -322122.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -322129.156250 Penalty: 833.511536 Iteration 30Q: 3 clusters Score -322129.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -322135.781250 Penalty: 833.511536 Iteration 31Q: 3 clusters Score -322135.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -322138.781250 Penalty: 833.511536 Iteration 32Q: 3 clusters Score -322138.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -322141.968750 Penalty: 833.511536 Iteration 33Q: 3 clusters Score -322142 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -322144.500000 Penalty: 833.511536 Iteration 34Q: 3 clusters Score -322144.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -322148.718750 Penalty: 833.511536 Iteration 35Q: 3 clusters Score -322148.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -322151.218750 Penalty: 833.511536 Iteration 36Q: 3 clusters Score -322151.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -322153.531250 Penalty: 833.511536 Iteration 37Q: 3 clusters Score -322153.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7862 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -322158.125000 Penalty: 833.511536 Iteration 38Q: 3 clusters Score -322158.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -322160.156250 Penalty: 833.511536 Iteration 39Q: 3 clusters Score -322160.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -322163.250000 Penalty: 833.511536 Iteration 40F: 3 clusters Score -322163.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -322167.468750 Penalty: 833.511536 Iteration 41Q: 3 clusters Score -322167.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -322176.312500 Penalty: 833.511536 Iteration 42Q: 3 clusters Score -322176.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -322184.468750 Penalty: 833.511536 Iteration 43Q: 3 clusters Score -322184.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -322193.750000 Penalty: 833.511536 Iteration 44Q: 3 clusters Score -322193.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -322198.500000 Penalty: 833.511536 Iteration 45Q: 3 clusters Score -322198.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -322203.062500 Penalty: 833.511536 Iteration 46Q: 3 clusters Score -322203.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8092 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -322205.656250 Penalty: 833.511536 Iteration 47Q: 3 clusters Score -322205.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8112 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -322208.968750 Penalty: 833.511536 Iteration 48Q: 3 clusters Score -322209 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -322209.781250 Penalty: 833.511536 Iteration 49Q: 3 clusters Score -322209.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8137 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -322211.312500 Penalty: 833.511536 Iteration 50Q: 3 clusters Score -322211.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8151 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -322212.687500 Penalty: 833.511536 Iteration 51Q: 3 clusters Score -322212.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -322214.062500 Penalty: 833.511536 Iteration 52Q: 3 clusters Score -322214.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8178 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -322216.750000 Penalty: 833.511536 Iteration 53Q: 3 clusters Score -322216.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8199 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -322220.312500 Penalty: 833.511536 Iteration 54Q: 3 clusters Score -322220.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8213 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -322223.343750 Penalty: 833.511536 Iteration 55Q: 3 clusters Score -322223.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -322227.562500 Penalty: 833.511536 Iteration 56Q: 3 clusters Score -322227.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -322231.125000 Penalty: 833.511536 Iteration 57Q: 3 clusters Score -322231.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -322233.218750 Penalty: 833.511536 Iteration 58Q: 3 clusters Score -322233.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -322235.593750 Penalty: 833.511536 Iteration 59Q: 3 clusters Score -322235.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -322236.343750 Penalty: 833.511536 Iteration 60F: 3 clusters Score -322236.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8301 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -322238.093750 Penalty: 833.511536 Iteration 61Q: 3 clusters Score -322238.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -322241.375000 Penalty: 833.511536 Iteration 62Q: 3 clusters Score -322241.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -322244.687500 Penalty: 833.511536 Iteration 63Q: 3 clusters Score -322244.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -322245.812500 Penalty: 833.511536 Iteration 64Q: 3 clusters Score -322245.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -322249.312500 Penalty: 833.511536 Iteration 65Q: 3 clusters Score -322249.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -322251.062500 Penalty: 833.511536 Iteration 66Q: 3 clusters Score -322251.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -322253.156250 Penalty: 833.511536 Iteration 67Q: 3 clusters Score -322253.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -322254.312500 Penalty: 833.511536 Iteration 68Q: 3 clusters Score -322254.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -322257.156250 Penalty: 833.511536 Iteration 69Q: 3 clusters Score -322257.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -322256.937500 Penalty: 833.511536 Iteration 70Q: 3 clusters Score -322256.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8413 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -322258.375000 Penalty: 833.511536 Iteration 71Q: 3 clusters Score -322258.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -322258.906250 Penalty: 833.511536 Iteration 72Q: 3 clusters Score -322258.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -322259.187500 Penalty: 833.511536 Iteration 73Q: 3 clusters Score -322259.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -322259.531250 Penalty: 833.511536 Iteration 74Q: 3 clusters Score -322259.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -322259.562500 Penalty: 833.511536 Iteration 75Q: 3 clusters Score -322259.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -322259.437500 Penalty: 833.511536 Iteration 76Q: 3 clusters Score -322259.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -322259.562500 Penalty: 833.511536 Iteration 77Q: 3 clusters Score -322259.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -322258.843750 Penalty: 833.511536 Iteration 78Q: 3 clusters Score -322258.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8432 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -322259.875000 Penalty: 833.511536 Iteration 79Q: 3 clusters Score -322259.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -322260.187500 Penalty: 833.511536 Iteration 80F: 3 clusters Score -322260.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Entering Unmasked Estep Score: -105167.890625 Penalty: 363.555847 Iteration 0F: 2 clusters Score -105167.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -103122.906250 Penalty: 727.111694 Iteration 0F: 3 clusters Score -103122.9 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -103780.914062 Penalty: 727.111694 Iteration 1F: 3 clusters Score -103780.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -103871.554688 Penalty: 727.111694 Iteration 2F: 3 clusters Score -103871.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -103951.414062 Penalty: 727.111694 Iteration 3F: 3 clusters Score -103951.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -104028.382812 Penalty: 727.111694 Iteration 4Q: 3 clusters Score -104028.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -104126.453125 Penalty: 727.111694 Iteration 5F: 3 clusters Score -104126.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -104232.632812 Penalty: 727.111694 Iteration 6F: 3 clusters Score -104232.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -104367.054688 Penalty: 727.111694 Iteration 7Q: 3 clusters Score -104367.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -104491.234375 Penalty: 727.111694 Iteration 8Q: 3 clusters Score -104491.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -104568.554688 Penalty: 727.111694 Iteration 9Q: 3 clusters Score -104568.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -104620.265625 Penalty: 727.111694 Iteration 10Q: 3 clusters Score -104620.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -104672.835938 Penalty: 727.111694 Iteration 11Q: 3 clusters Score -104672.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -104713.093750 Penalty: 727.111694 Iteration 12Q: 3 clusters Score -104713.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -104743.250000 Penalty: 727.111694 Iteration 13Q: 3 clusters Score -104743.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -104761.429688 Penalty: 727.111694 Iteration 14Q: 3 clusters Score -104761.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -104778.460938 Penalty: 727.111694 Iteration 15Q: 3 clusters Score -104778.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -104796.453125 Penalty: 727.111694 Iteration 16Q: 3 clusters Score -104796.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -104812.531250 Penalty: 727.111694 Iteration 17Q: 3 clusters Score -104812.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -104825.062500 Penalty: 727.111694 Iteration 18Q: 3 clusters Score -104825.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -104831.179688 Penalty: 727.111694 Iteration 19Q: 3 clusters Score -104831.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -104836.046875 Penalty: 727.111694 Iteration 20F: 3 clusters Score -104836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -104840.937500 Penalty: 727.111694 Iteration 21Q: 3 clusters Score -104840.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -104845.539062 Penalty: 727.111694 Iteration 22Q: 3 clusters Score -104845.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -104848.804688 Penalty: 727.111694 Iteration 23Q: 3 clusters Score -104848.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -104851.671875 Penalty: 727.111694 Iteration 24Q: 3 clusters Score -104851.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -104855.203125 Penalty: 727.111694 Iteration 25Q: 3 clusters Score -104855.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -104857.757812 Penalty: 727.111694 Iteration 26Q: 3 clusters Score -104857.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -104860.781250 Penalty: 727.111694 Iteration 27Q: 3 clusters Score -104860.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -104865.164062 Penalty: 727.111694 Iteration 28Q: 3 clusters Score -104865.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -104872.750000 Penalty: 727.111694 Iteration 29Q: 3 clusters Score -104872.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -104878.531250 Penalty: 727.111694 Iteration 30Q: 3 clusters Score -104878.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -104882.554688 Penalty: 727.111694 Iteration 31Q: 3 clusters Score -104882.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -104886.203125 Penalty: 727.111694 Iteration 32Q: 3 clusters Score -104886.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -104887.320312 Penalty: 727.111694 Iteration 33Q: 3 clusters Score -104887.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -104888.593750 Penalty: 727.111694 Iteration 34Q: 3 clusters Score -104888.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -104889.664062 Penalty: 727.111694 Iteration 35Q: 3 clusters Score -104889.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -104889.859375 Penalty: 727.111694 Iteration 36Q: 3 clusters Score -104889.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -104890.335938 Penalty: 727.111694 Iteration 37Q: 3 clusters Score -104890.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -104890.335938 Penalty: 727.111694 Iteration 38F: 3 clusters Score -104890.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Entering Unmasked Estep Score: -68485.992188 Penalty: 356.608734 Iteration 0F: 2 clusters Score -68485.99 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 1298 members Entering Unmasked Estep Score: -66800.812500 Penalty: 713.217468 Iteration 0F: 3 clusters Score -66800.81 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -67711.468750 Penalty: 713.217468 Iteration 1F: 3 clusters Score -67711.47 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -67866.617188 Penalty: 713.217468 Iteration 2F: 3 clusters Score -67866.62 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -67955.593750 Penalty: 713.217468 Iteration 3F: 3 clusters Score -67955.59 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -68021.937500 Penalty: 713.217468 Iteration 4Q: 3 clusters Score -68021.94 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -68072.328125 Penalty: 713.217468 Iteration 5Q: 3 clusters Score -68072.33 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -68123.070312 Penalty: 713.217468 Iteration 6Q: 3 clusters Score -68123.07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -68168.710938 Penalty: 713.217468 Iteration 7Q: 3 clusters Score -68168.71 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -68207.101562 Penalty: 713.217468 Iteration 8Q: 3 clusters Score -68207.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -68234.328125 Penalty: 713.217468 Iteration 9Q: 3 clusters Score -68234.33 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -68265.546875 Penalty: 713.217468 Iteration 10Q: 3 clusters Score -68265.55 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -68279.031250 Penalty: 713.217468 Iteration 11Q: 3 clusters Score -68279.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -68286.265625 Penalty: 713.217468 Iteration 12Q: 3 clusters Score -68286.27 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -68291.734375 Penalty: 713.217468 Iteration 13Q: 3 clusters Score -68291.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -68297.046875 Penalty: 713.217468 Iteration 14Q: 3 clusters Score -68297.05 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -68300.570312 Penalty: 713.217468 Iteration 15Q: 3 clusters Score -68300.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -68304.429688 Penalty: 713.217468 Iteration 16Q: 3 clusters Score -68304.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -68307.304688 Penalty: 713.217468 Iteration 17Q: 3 clusters Score -68307.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -68310.328125 Penalty: 713.217468 Iteration 18Q: 3 clusters Score -68310.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -68314.218750 Penalty: 713.217468 Iteration 19Q: 3 clusters Score -68314.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -68323.203125 Penalty: 713.217468 Iteration 20F: 3 clusters Score -68323.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -68328.398438 Penalty: 713.217468 Iteration 21Q: 3 clusters Score -68328.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -68330.812500 Penalty: 713.217468 Iteration 22Q: 3 clusters Score -68330.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -68333.601562 Penalty: 713.217468 Iteration 23Q: 3 clusters Score -68333.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -68335.671875 Penalty: 713.217468 Iteration 24Q: 3 clusters Score -68335.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -68337.125000 Penalty: 713.217468 Iteration 25Q: 3 clusters Score -68337.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -68337.125000 Penalty: 713.217468 Iteration 26F: 3 clusters Score -68337.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Entering Unmasked Estep Score: -111601.382812 Penalty: 366.480774 Iteration 0F: 2 clusters Score -111601.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -109370.281250 Penalty: 732.961548 Iteration 0F: 3 clusters Score -109370.3 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -110202.492188 Penalty: 732.961548 Iteration 1F: 3 clusters Score -110202.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -110299.453125 Penalty: 732.961548 Iteration 2F: 3 clusters Score -110299.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -110396.062500 Penalty: 732.961548 Iteration 3F: 3 clusters Score -110396.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -110496.218750 Penalty: 732.961548 Iteration 4F: 3 clusters Score -110496.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -110589.085938 Penalty: 732.961548 Iteration 5Q: 3 clusters Score -110589.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -110683.546875 Penalty: 732.961548 Iteration 6Q: 3 clusters Score -110683.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -110784.953125 Penalty: 732.961548 Iteration 7F: 3 clusters Score -110785 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -110880.898438 Penalty: 732.961548 Iteration 8Q: 3 clusters Score -110880.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -110960.257812 Penalty: 732.961548 Iteration 9Q: 3 clusters Score -110960.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -111055.984375 Penalty: 732.961548 Iteration 10Q: 3 clusters Score -111056 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -111208.343750 Penalty: 732.961548 Iteration 11Q: 3 clusters Score -111208.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -111581.250000 Penalty: 732.961548 Iteration 12F: 3 clusters Score -111581.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -112481.023438 Penalty: 732.961548 Iteration 13F: 3 clusters Score -112481 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -113389.914062 Penalty: 732.961548 Iteration 14Q: 3 clusters Score -113389.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -113444.781250 Penalty: 732.961548 Iteration 15Q: 3 clusters Score -113444.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -113445.445312 Penalty: 732.961548 Iteration 16Q: 3 clusters Score -113445.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -113445.445312 Penalty: 732.961548 Iteration 17F: 3 clusters Score -113445.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5070 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 16115 members Mstep: Class 5 contains 11907 members Mstep: Class 6 contains 5981 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 9504 members Mstep: Class 9 contains 2952 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 1973 members Mstep: Class 12 contains 34737 members Mstep: Class 13 contains 14953 members Mstep: Class 14 contains 1737 members Mstep: Class 15 contains 13602 members Mstep: Class 16 contains 5042 members Mstep: Class 17 contains 24004 members Mstep: Class 18 contains 1175 members Mstep: Class 20 contains 975 members Entering Unmasked Estep Score: -4932984.500000 Penalty: 10334.384766 Splitting cluster 11 changes total score from -4928895.000000 to -4932984.500000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 12 (34737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34737 members Entering Unmasked Estep Score: -1260902.625000 Penalty: 475.727997 Iteration 0F: 2 clusters Score -1260903 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17350 members Mstep: Class 2 contains 17387 members Entering Unmasked Estep Score: -1237662.250000 Penalty: 951.455994 Iteration 0F: 3 clusters Score -1237662 nChanged 16756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -1248851.500000 Penalty: 951.455994 Iteration 1F: 3 clusters Score -1248852 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 16512 members Entering Unmasked Estep Score: -1250827.625000 Penalty: 951.455994 Iteration 2F: 3 clusters Score -1250828 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19523 members Mstep: Class 2 contains 15214 members Entering Unmasked Estep Score: -1253165.375000 Penalty: 951.455994 Iteration 3F: 3 clusters Score -1253165 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21303 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -1255291.000000 Penalty: 951.455994 Iteration 4F: 3 clusters Score -1255291 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23076 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -1256894.625000 Penalty: 951.455994 Iteration 5F: 3 clusters Score -1256895 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24719 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -1258216.875000 Penalty: 951.455994 Iteration 6F: 3 clusters Score -1258217 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26096 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -1259446.000000 Penalty: 951.455994 Iteration 7Q: 3 clusters Score -1259446 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27253 members Mstep: Class 2 contains 7484 members Entering Unmasked Estep Score: -1260957.875000 Penalty: 951.455994 Iteration 8Q: 3 clusters Score -1260958 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28122 members Mstep: Class 2 contains 6615 members Entering Unmasked Estep Score: -1262539.250000 Penalty: 951.455994 Iteration 9Q: 3 clusters Score -1262539 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28699 members Mstep: Class 2 contains 6038 members Entering Unmasked Estep Score: -1263315.750000 Penalty: 951.455994 Iteration 10Q: 3 clusters Score -1263316 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29085 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1263560.000000 Penalty: 951.455994 Iteration 11Q: 3 clusters Score -1263560 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29318 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -1263653.000000 Penalty: 951.455994 Iteration 12Q: 3 clusters Score -1263653 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29488 members Mstep: Class 2 contains 5249 members Entering Unmasked Estep Score: -1263701.875000 Penalty: 951.455994 Iteration 13Q: 3 clusters Score -1263702 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29606 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -1263721.375000 Penalty: 951.455994 Iteration 14Q: 3 clusters Score -1263721 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29689 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1263732.250000 Penalty: 951.455994 Iteration 15Q: 3 clusters Score -1263732 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29752 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1263744.250000 Penalty: 951.455994 Iteration 16Q: 3 clusters Score -1263744 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29793 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1263754.500000 Penalty: 951.455994 Iteration 17Q: 3 clusters Score -1263754 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29817 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -1263754.625000 Penalty: 951.455994 Iteration 18Q: 3 clusters Score -1263755 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29833 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -1263755.375000 Penalty: 951.455994 Iteration 19Q: 3 clusters Score -1263755 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29841 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1263751.875000 Penalty: 951.455994 Iteration 20F: 3 clusters Score -1263752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29848 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1263752.875000 Penalty: 951.455994 Iteration 21Q: 3 clusters Score -1263753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29854 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -1263752.250000 Penalty: 951.455994 Iteration 22Q: 3 clusters Score -1263752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29856 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1263749.625000 Penalty: 951.455994 Iteration 23Q: 3 clusters Score -1263750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29857 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1263750.000000 Penalty: 951.455994 Iteration 24Q: 3 clusters Score -1263750 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29858 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1263750.750000 Penalty: 951.455994 Iteration 25Q: 3 clusters Score -1263751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29859 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1263752.625000 Penalty: 951.455994 Iteration 26Q: 3 clusters Score -1263753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29861 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1263752.125000 Penalty: 951.455994 Iteration 27Q: 3 clusters Score -1263752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29863 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -1263751.625000 Penalty: 951.455994 Iteration 28Q: 3 clusters Score -1263752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29865 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1263751.375000 Penalty: 951.455994 Iteration 29Q: 3 clusters Score -1263751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29869 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -1263752.750000 Penalty: 951.455994 Iteration 30Q: 3 clusters Score -1263753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29875 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -1263753.000000 Penalty: 951.455994 Iteration 31Q: 3 clusters Score -1263753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29881 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1263755.750000 Penalty: 951.455994 Iteration 32Q: 3 clusters Score -1263756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29884 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1263755.375000 Penalty: 951.455994 Iteration 33Q: 3 clusters Score -1263755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29887 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1263755.875000 Penalty: 951.455994 Iteration 34Q: 3 clusters Score -1263756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29889 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1263756.125000 Penalty: 951.455994 Iteration 35Q: 3 clusters Score -1263756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29890 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -1263756.875000 Penalty: 951.455994 Iteration 36Q: 3 clusters Score -1263757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29891 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1263754.875000 Penalty: 951.455994 Iteration 37Q: 3 clusters Score -1263755 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29891 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1263754.875000 Penalty: 951.455994 Iteration 38F: 3 clusters Score -1263755 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5070 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 16115 members Mstep: Class 5 contains 11907 members Mstep: Class 6 contains 5981 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 9504 members Mstep: Class 9 contains 2952 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 1973 members Mstep: Class 12 contains 29891 members Mstep: Class 13 contains 14953 members Mstep: Class 14 contains 1737 members Mstep: Class 15 contains 13602 members Mstep: Class 16 contains 5042 members Mstep: Class 17 contains 24004 members Mstep: Class 18 contains 1175 members Mstep: Class 19 contains 4846 members Mstep: Class 20 contains 975 members Entering Unmasked Estep Score: -4935794.500000 Penalty: 10878.299805 Splitting cluster 12 changes total score from -4928895.000000 to -4935794.500000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 13 (14953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14953 members Entering Unmasked Estep Score: -524524.250000 Penalty: 437.376343 Iteration 0F: 2 clusters Score -524524.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -514565.781250 Penalty: 874.752686 Iteration 0F: 3 clusters Score -514565.8 nChanged 7055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -519274.031250 Penalty: 874.752686 Iteration 1F: 3 clusters Score -519274 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6570 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -519877.968750 Penalty: 874.752686 Iteration 2F: 3 clusters Score -519878 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6288 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -520458.093750 Penalty: 874.752686 Iteration 3F: 3 clusters Score -520458.1 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 8947 members Entering Unmasked Estep Score: -520978.812500 Penalty: 874.752686 Iteration 4F: 3 clusters Score -520978.8 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -521376.093750 Penalty: 874.752686 Iteration 5F: 3 clusters Score -521376.1 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -521666.937500 Penalty: 874.752686 Iteration 6Q: 3 clusters Score -521666.9 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5233 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -521882.468750 Penalty: 874.752686 Iteration 7Q: 3 clusters Score -521882.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -522059.562500 Penalty: 874.752686 Iteration 8Q: 3 clusters Score -522059.6 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 10144 members Entering Unmasked Estep Score: -522248.500000 Penalty: 874.752686 Iteration 9Q: 3 clusters Score -522248.5 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 10359 members Entering Unmasked Estep Score: -522430.375000 Penalty: 874.752686 Iteration 10Q: 3 clusters Score -522430.4 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -522634.187500 Penalty: 874.752686 Iteration 11Q: 3 clusters Score -522634.2 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 10799 members Entering Unmasked Estep Score: -522809.843750 Penalty: 874.752686 Iteration 12Q: 3 clusters Score -522809.8 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 10976 members Entering Unmasked Estep Score: -522933.156250 Penalty: 874.752686 Iteration 13Q: 3 clusters Score -522933.2 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -523030.375000 Penalty: 874.752686 Iteration 14Q: 3 clusters Score -523030.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -523128.281250 Penalty: 874.752686 Iteration 15Q: 3 clusters Score -523128.3 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 11599 members Entering Unmasked Estep Score: -523215.156250 Penalty: 874.752686 Iteration 16Q: 3 clusters Score -523215.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 11792 members Entering Unmasked Estep Score: -523285.343750 Penalty: 874.752686 Iteration 17Q: 3 clusters Score -523285.3 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -523358.375000 Penalty: 874.752686 Iteration 18Q: 3 clusters Score -523358.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -523431.343750 Penalty: 874.752686 Iteration 19Q: 3 clusters Score -523431.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -523510.187500 Penalty: 874.752686 Iteration 20F: 3 clusters Score -523510.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -523572.250000 Penalty: 874.752686 Iteration 21Q: 3 clusters Score -523572.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -523638.375000 Penalty: 874.752686 Iteration 22Q: 3 clusters Score -523638.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -523709.750000 Penalty: 874.752686 Iteration 23Q: 3 clusters Score -523709.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 13081 members Entering Unmasked Estep Score: -523793.187500 Penalty: 874.752686 Iteration 24Q: 3 clusters Score -523793.2 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -523879.343750 Penalty: 874.752686 Iteration 25Q: 3 clusters Score -523879.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -523955.625000 Penalty: 874.752686 Iteration 26Q: 3 clusters Score -523955.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 13559 members Entering Unmasked Estep Score: -524023.656250 Penalty: 874.752686 Iteration 27Q: 3 clusters Score -524023.7 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -524082.187500 Penalty: 874.752686 Iteration 28Q: 3 clusters Score -524082.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -524137.343750 Penalty: 874.752686 Iteration 29Q: 3 clusters Score -524137.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 13849 members Entering Unmasked Estep Score: -524185.750000 Penalty: 874.752686 Iteration 30Q: 3 clusters Score -524185.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 13914 members Entering Unmasked Estep Score: -524213.687500 Penalty: 874.752686 Iteration 31Q: 3 clusters Score -524213.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -524232.562500 Penalty: 874.752686 Iteration 32Q: 3 clusters Score -524232.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 14004 members Entering Unmasked Estep Score: -524245.750000 Penalty: 874.752686 Iteration 33Q: 3 clusters Score -524245.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 14036 members Entering Unmasked Estep Score: -524257.218750 Penalty: 874.752686 Iteration 34Q: 3 clusters Score -524257.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 14073 members Entering Unmasked Estep Score: -524269.843750 Penalty: 874.752686 Iteration 35Q: 3 clusters Score -524269.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 14104 members Entering Unmasked Estep Score: -524280.406250 Penalty: 874.752686 Iteration 36Q: 3 clusters Score -524280.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 14124 members Entering Unmasked Estep Score: -524287.687500 Penalty: 874.752686 Iteration 37Q: 3 clusters Score -524287.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 14147 members Entering Unmasked Estep Score: -524296.875000 Penalty: 874.752686 Iteration 38Q: 3 clusters Score -524296.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -524303.437500 Penalty: 874.752686 Iteration 39Q: 3 clusters Score -524303.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 14185 members Entering Unmasked Estep Score: -524308.375000 Penalty: 874.752686 Iteration 40F: 3 clusters Score -524308.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -524314.562500 Penalty: 874.752686 Iteration 41Q: 3 clusters Score -524314.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 14215 members Entering Unmasked Estep Score: -524316.812500 Penalty: 874.752686 Iteration 42Q: 3 clusters Score -524316.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -524319.687500 Penalty: 874.752686 Iteration 43Q: 3 clusters Score -524319.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -524319.312500 Penalty: 874.752686 Iteration 44Q: 3 clusters Score -524319.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -524320.562500 Penalty: 874.752686 Iteration 45Q: 3 clusters Score -524320.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -524320.375000 Penalty: 874.752686 Iteration 46Q: 3 clusters Score -524320.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -524320.375000 Penalty: 874.752686 Iteration 47F: 3 clusters Score -524320.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (13602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Entering Unmasked Estep Score: -429935.843750 Penalty: 433.067719 Iteration 0F: 2 clusters Score -429935.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -420904.125000 Penalty: 866.135437 Iteration 0F: 3 clusters Score -420904.1 nChanged 6427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -424839.031250 Penalty: 866.135437 Iteration 1F: 3 clusters Score -424839 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -425231.562500 Penalty: 866.135437 Iteration 2F: 3 clusters Score -425231.6 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -425738.781250 Penalty: 866.135437 Iteration 3F: 3 clusters Score -425738.8 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -426302.750000 Penalty: 866.135437 Iteration 4F: 3 clusters Score -426302.8 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -426846.812500 Penalty: 866.135437 Iteration 5F: 3 clusters Score -426846.8 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 9046 members Entering Unmasked Estep Score: -427266.656250 Penalty: 866.135437 Iteration 6F: 3 clusters Score -427266.7 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -427603.718750 Penalty: 866.135437 Iteration 7Q: 3 clusters Score -427603.7 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -427883.375000 Penalty: 866.135437 Iteration 8Q: 3 clusters Score -427883.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -428089.687500 Penalty: 866.135437 Iteration 9Q: 3 clusters Score -428089.7 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -428241.343750 Penalty: 866.135437 Iteration 10Q: 3 clusters Score -428241.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -428370.906250 Penalty: 866.135437 Iteration 11Q: 3 clusters Score -428370.9 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -428496.937500 Penalty: 866.135437 Iteration 12Q: 3 clusters Score -428496.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -428627.406250 Penalty: 866.135437 Iteration 13Q: 3 clusters Score -428627.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 11637 members Entering Unmasked Estep Score: -428756.718750 Penalty: 866.135437 Iteration 14Q: 3 clusters Score -428756.7 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -428873.843750 Penalty: 866.135437 Iteration 15Q: 3 clusters Score -428873.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 12121 members Entering Unmasked Estep Score: -428974.656250 Penalty: 866.135437 Iteration 16Q: 3 clusters Score -428974.7 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -429060.718750 Penalty: 866.135437 Iteration 17Q: 3 clusters Score -429060.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 12499 members Entering Unmasked Estep Score: -429165.625000 Penalty: 866.135437 Iteration 18Q: 3 clusters Score -429165.6 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 12651 members Entering Unmasked Estep Score: -429247.718750 Penalty: 866.135437 Iteration 19Q: 3 clusters Score -429247.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -429322.843750 Penalty: 866.135437 Iteration 20F: 3 clusters Score -429322.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 12904 members Entering Unmasked Estep Score: -429400.000000 Penalty: 866.135437 Iteration 21Q: 3 clusters Score -429400 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -429462.750000 Penalty: 866.135437 Iteration 22Q: 3 clusters Score -429462.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 13080 members Entering Unmasked Estep Score: -429502.062500 Penalty: 866.135437 Iteration 23Q: 3 clusters Score -429502.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 13141 members Entering Unmasked Estep Score: -429526.187500 Penalty: 866.135437 Iteration 24Q: 3 clusters Score -429526.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 13180 members Entering Unmasked Estep Score: -429543.156250 Penalty: 866.135437 Iteration 25Q: 3 clusters Score -429543.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -429562.156250 Penalty: 866.135437 Iteration 26Q: 3 clusters Score -429562.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -429571.937500 Penalty: 866.135437 Iteration 27Q: 3 clusters Score -429571.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -429579.281250 Penalty: 866.135437 Iteration 28Q: 3 clusters Score -429579.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 13274 members Entering Unmasked Estep Score: -429582.968750 Penalty: 866.135437 Iteration 29Q: 3 clusters Score -429583 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 13288 members Entering Unmasked Estep Score: -429589.375000 Penalty: 866.135437 Iteration 30Q: 3 clusters Score -429589.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 13302 members Entering Unmasked Estep Score: -429597.687500 Penalty: 866.135437 Iteration 31Q: 3 clusters Score -429597.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -429598.156250 Penalty: 866.135437 Iteration 32Q: 3 clusters Score -429598.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 13310 members Entering Unmasked Estep Score: -429598.843750 Penalty: 866.135437 Iteration 33Q: 3 clusters Score -429598.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -429599.125000 Penalty: 866.135437 Iteration 34Q: 3 clusters Score -429599.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -429600.468750 Penalty: 866.135437 Iteration 35Q: 3 clusters Score -429600.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -429601.812500 Penalty: 866.135437 Iteration 36Q: 3 clusters Score -429601.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -429601.625000 Penalty: 866.135437 Iteration 37Q: 3 clusters Score -429601.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -429602.250000 Penalty: 866.135437 Iteration 38Q: 3 clusters Score -429602.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 13322 members Entering Unmasked Estep Score: -429603.000000 Penalty: 866.135437 Iteration 39Q: 3 clusters Score -429603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -429602.937500 Penalty: 866.135437 Iteration 40F: 3 clusters Score -429602.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Entering Unmasked Estep Score: -138026.421875 Penalty: 387.912903 Iteration 0F: 2 clusters Score -138026.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -134572.281250 Penalty: 775.825806 Iteration 0F: 3 clusters Score -134572.3 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -135981.703125 Penalty: 775.825806 Iteration 1F: 3 clusters Score -135981.7 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -136157.843750 Penalty: 775.825806 Iteration 2F: 3 clusters Score -136157.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -136283.625000 Penalty: 775.825806 Iteration 3F: 3 clusters Score -136283.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -136387.093750 Penalty: 775.825806 Iteration 4Q: 3 clusters Score -136387.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -136479.671875 Penalty: 775.825806 Iteration 5Q: 3 clusters Score -136479.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -136570.750000 Penalty: 775.825806 Iteration 6Q: 3 clusters Score -136570.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -136676.843750 Penalty: 775.825806 Iteration 7Q: 3 clusters Score -136676.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -136835.109375 Penalty: 775.825806 Iteration 8Q: 3 clusters Score -136835.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -137023.937500 Penalty: 775.825806 Iteration 9F: 3 clusters Score -137023.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -137243.859375 Penalty: 775.825806 Iteration 10F: 3 clusters Score -137243.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -137512.218750 Penalty: 775.825806 Iteration 11Q: 3 clusters Score -137512.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -137793.671875 Penalty: 775.825806 Iteration 12Q: 3 clusters Score -137793.7 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -138066.640625 Penalty: 775.825806 Iteration 13Q: 3 clusters Score -138066.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -138259.265625 Penalty: 775.825806 Iteration 14Q: 3 clusters Score -138259.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -138369.390625 Penalty: 775.825806 Iteration 15Q: 3 clusters Score -138369.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -138435.656250 Penalty: 775.825806 Iteration 16Q: 3 clusters Score -138435.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -138486.500000 Penalty: 775.825806 Iteration 17Q: 3 clusters Score -138486.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -138533.703125 Penalty: 775.825806 Iteration 18Q: 3 clusters Score -138533.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -138587.062500 Penalty: 775.825806 Iteration 19Q: 3 clusters Score -138587.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -138649.703125 Penalty: 775.825806 Iteration 20F: 3 clusters Score -138649.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -138722.296875 Penalty: 775.825806 Iteration 21Q: 3 clusters Score -138722.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -138814.140625 Penalty: 775.825806 Iteration 22Q: 3 clusters Score -138814.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -138959.109375 Penalty: 775.825806 Iteration 23Q: 3 clusters Score -138959.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -139125.421875 Penalty: 775.825806 Iteration 24Q: 3 clusters Score -139125.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -139276.031250 Penalty: 775.825806 Iteration 25Q: 3 clusters Score -139276 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -139439.250000 Penalty: 775.825806 Iteration 26Q: 3 clusters Score -139439.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -139573.906250 Penalty: 775.825806 Iteration 27Q: 3 clusters Score -139573.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -139731.937500 Penalty: 775.825806 Iteration 28Q: 3 clusters Score -139731.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -139818.921875 Penalty: 775.825806 Iteration 29Q: 3 clusters Score -139818.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -139838.093750 Penalty: 775.825806 Iteration 30Q: 3 clusters Score -139838.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -139839.171875 Penalty: 775.825806 Iteration 31Q: 3 clusters Score -139839.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -139839.156250 Penalty: 775.825806 Iteration 32Q: 3 clusters Score -139839.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -139839.375000 Penalty: 775.825806 Iteration 33F: 3 clusters Score -139839.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -139839.640625 Penalty: 775.825806 Iteration 34Q: 3 clusters Score -139839.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -139839.640625 Penalty: 775.825806 Iteration 35F: 3 clusters Score -139839.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5070 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 16115 members Mstep: Class 5 contains 11907 members Mstep: Class 6 contains 5981 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 9504 members Mstep: Class 9 contains 2952 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 1973 members Mstep: Class 12 contains 29891 members Mstep: Class 13 contains 14953 members Mstep: Class 14 contains 1737 members Mstep: Class 15 contains 13602 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 24004 members Mstep: Class 18 contains 1175 members Mstep: Class 19 contains 4846 members Mstep: Class 20 contains 975 members Mstep: Class 21 contains 1993 members Entering Unmasked Estep Score: -4937462.000000 Penalty: 11422.214844 Splitting cluster 16 changes total score from -4928895.000000 to -4937462.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 17 (24004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24004 members Entering Unmasked Estep Score: -802414.812500 Penalty: 458.911896 Iteration 0F: 2 clusters Score -802414.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -786364.250000 Penalty: 917.823792 Iteration 0F: 3 clusters Score -786364.2 nChanged 11465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12600 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -793750.312500 Penalty: 917.823792 Iteration 1F: 3 clusters Score -793750.3 nChanged 1597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -794840.250000 Penalty: 917.823792 Iteration 2F: 3 clusters Score -794840.2 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 11093 members Entering Unmasked Estep Score: -796781.000000 Penalty: 917.823792 Iteration 3F: 3 clusters Score -796781 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12633 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -800338.125000 Penalty: 917.823792 Iteration 4F: 3 clusters Score -800338.1 nChanged 2580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12439 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -804969.312500 Penalty: 917.823792 Iteration 5F: 3 clusters Score -804969.3 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13054 members Mstep: Class 2 contains 10950 members Entering Unmasked Estep Score: -808028.937500 Penalty: 917.823792 Iteration 6F: 3 clusters Score -808028.9 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -810053.375000 Penalty: 917.823792 Iteration 7F: 3 clusters Score -810053.4 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 9391 members Entering Unmasked Estep Score: -811527.500000 Penalty: 917.823792 Iteration 8Q: 3 clusters Score -811527.5 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15149 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -812342.250000 Penalty: 917.823792 Iteration 9Q: 3 clusters Score -812342.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15502 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -812662.375000 Penalty: 917.823792 Iteration 10Q: 3 clusters Score -812662.4 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15715 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -812783.312500 Penalty: 917.823792 Iteration 11Q: 3 clusters Score -812783.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -812835.812500 Penalty: 917.823792 Iteration 12Q: 3 clusters Score -812835.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -812857.250000 Penalty: 917.823792 Iteration 13Q: 3 clusters Score -812857.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16027 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -812876.937500 Penalty: 917.823792 Iteration 14Q: 3 clusters Score -812876.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -812885.562500 Penalty: 917.823792 Iteration 15Q: 3 clusters Score -812885.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16130 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -812895.437500 Penalty: 917.823792 Iteration 16Q: 3 clusters Score -812895.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16172 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -812898.687500 Penalty: 917.823792 Iteration 17Q: 3 clusters Score -812898.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 7803 members Entering Unmasked Estep Score: -812901.437500 Penalty: 917.823792 Iteration 18Q: 3 clusters Score -812901.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16222 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -812907.062500 Penalty: 917.823792 Iteration 19Q: 3 clusters Score -812907.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16240 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -812910.937500 Penalty: 917.823792 Iteration 20F: 3 clusters Score -812910.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16253 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -812911.500000 Penalty: 917.823792 Iteration 21Q: 3 clusters Score -812911.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16265 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -812913.125000 Penalty: 917.823792 Iteration 22Q: 3 clusters Score -812913.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16281 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -812913.250000 Penalty: 917.823792 Iteration 23Q: 3 clusters Score -812913.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -812914.562500 Penalty: 917.823792 Iteration 24Q: 3 clusters Score -812914.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16289 members Mstep: Class 2 contains 7715 members Entering Unmasked Estep Score: -812914.187500 Penalty: 917.823792 Iteration 25Q: 3 clusters Score -812914.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -812912.812500 Penalty: 917.823792 Iteration 26Q: 3 clusters Score -812912.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -812912.812500 Penalty: 917.823792 Iteration 27F: 3 clusters Score -812912.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5070 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 16115 members Mstep: Class 5 contains 11907 members Mstep: Class 6 contains 5981 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 9504 members Mstep: Class 9 contains 2952 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 1973 members Mstep: Class 12 contains 29891 members Mstep: Class 13 contains 14953 members Mstep: Class 14 contains 1737 members Mstep: Class 15 contains 13602 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 16290 members Mstep: Class 18 contains 1175 members Mstep: Class 19 contains 4846 members Mstep: Class 20 contains 975 members Mstep: Class 21 contains 1993 members Mstep: Class 22 contains 7714 members Entering Unmasked Estep Score: -4947868.500000 Penalty: 11966.129883 Splitting cluster 17 changes total score from -4928895.000000 to -4947868.500000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 20 (975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Entering Unmasked Estep Score: -30280.730469 Penalty: 313.150909 Iteration 0F: 2 clusters Score -30280.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -29474.542969 Penalty: 626.301819 Iteration 0F: 3 clusters Score -29474.54 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -29760.535156 Penalty: 626.301819 Iteration 1F: 3 clusters Score -29760.54 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -29820.140625 Penalty: 626.301819 Iteration 2F: 3 clusters Score -29820.14 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -29857.894531 Penalty: 626.301819 Iteration 3F: 3 clusters Score -29857.89 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -29881.710938 Penalty: 626.301819 Iteration 4Q: 3 clusters Score -29881.71 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -29899.476562 Penalty: 626.301819 Iteration 5Q: 3 clusters Score -29899.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -29926.865234 Penalty: 626.301819 Iteration 6Q: 3 clusters Score -29926.87 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -29940.322266 Penalty: 626.301819 Iteration 7Q: 3 clusters Score -29940.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -29950.046875 Penalty: 626.301819 Iteration 8Q: 3 clusters Score -29950.05 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -29963.753906 Penalty: 626.301819 Iteration 9Q: 3 clusters Score -29963.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -29983.474609 Penalty: 626.301819 Iteration 10Q: 3 clusters Score -29983.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -29999.751953 Penalty: 626.301819 Iteration 11Q: 3 clusters Score -29999.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -30014.472656 Penalty: 626.301819 Iteration 12Q: 3 clusters Score -30014.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -30018.484375 Penalty: 626.301819 Iteration 13Q: 3 clusters Score -30018.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -30020.791016 Penalty: 626.301819 Iteration 14Q: 3 clusters Score -30020.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -30024.109375 Penalty: 626.301819 Iteration 15Q: 3 clusters Score -30024.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -30025.111328 Penalty: 626.301819 Iteration 16Q: 3 clusters Score -30025.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -30027.968750 Penalty: 626.301819 Iteration 17Q: 3 clusters Score -30027.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -30029.419922 Penalty: 626.301819 Iteration 18Q: 3 clusters Score -30029.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -30029.746094 Penalty: 626.301819 Iteration 19Q: 3 clusters Score -30029.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -30029.966797 Penalty: 626.301819 Iteration 20F: 3 clusters Score -30029.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -30030.292969 Penalty: 626.301819 Iteration 21Q: 3 clusters Score -30030.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -30030.582031 Penalty: 626.301819 Iteration 22Q: 3 clusters Score -30030.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -30030.628906 Penalty: 626.301819 Iteration 23Q: 3 clusters Score -30030.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -30030.628906 Penalty: 626.301819 Iteration 24F: 3 clusters Score -30030.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 5070 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 16115 members Mstep: Class 5 contains 11907 members Mstep: Class 6 contains 5981 members Mstep: Class 7 contains 1023 members Mstep: Class 8 contains 9504 members Mstep: Class 9 contains 2952 members Mstep: Class 10 contains 2534 members Mstep: Class 11 contains 1973 members Mstep: Class 12 contains 29891 members Mstep: Class 13 contains 14953 members Mstep: Class 15 contains 13602 members Mstep: Class 16 contains 3049 members Mstep: Class 17 contains 16290 members Mstep: Class 20 contains 975 members Entering Unmasked Estep ConsiderDeletion Score: -4949590.500000 Penalty: 11966.129883 Iteration 39Q: 23 clusters Score -4949590 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 5073 members Mstep: Class 3 contains 1309 members Mstep: Class 4 contains 16337 members Mstep: Class 5 contains 11850 members Mstep: Class 6 contains 6036 members Mstep: Class 7 contains 998 members Mstep: Class 8 contains 9408 members Mstep: Class 9 contains 2906 members Mstep: Class 10 contains 2582 members Mstep: Class 11 contains 2122 members Mstep: Class 12 contains 29857 members Mstep: Class 13 contains 14844 members Mstep: Class 14 contains 1657 members Mstep: Class 15 contains 13601 members Mstep: Class 16 contains 2899 members Mstep: Class 17 contains 16522 members Mstep: Class 18 contains 1257 members Mstep: Class 19 contains 4885 members Mstep: Class 20 contains 1022 members Mstep: Class 21 contains 1776 members Mstep: Class 22 contains 7661 members Entering Unmasked Estep ConsiderDeletion Score: -4950923.000000 Penalty: 11966.129883 Iteration 40F: 23 clusters Score -4950923 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 5007 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 16530 members Mstep: Class 5 contains 11788 members Mstep: Class 6 contains 6027 members Mstep: Class 7 contains 989 members Mstep: Class 8 contains 9261 members Mstep: Class 9 contains 2881 members Mstep: Class 10 contains 2560 members Mstep: Class 11 contains 2222 members Mstep: Class 12 contains 29855 members Mstep: Class 13 contains 14745 members Mstep: Class 14 contains 1709 members Mstep: Class 15 contains 13611 members Mstep: Class 16 contains 2817 members Mstep: Class 17 contains 16572 members Mstep: Class 18 contains 1313 members Mstep: Class 19 contains 5059 members Mstep: Class 20 contains 1032 members Mstep: Class 21 contains 1690 members Mstep: Class 22 contains 7628 members Entering Unmasked Estep ConsiderDeletion Score: -4951436.500000 Penalty: 11966.129883 Iteration 41Q: 23 clusters Score -4951436 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4968 members Mstep: Class 3 contains 1287 members Mstep: Class 4 contains 16771 members Mstep: Class 5 contains 11748 members Mstep: Class 6 contains 6022 members Mstep: Class 7 contains 986 members Mstep: Class 8 contains 9101 members Mstep: Class 9 contains 2841 members Mstep: Class 10 contains 2541 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 29858 members Mstep: Class 13 contains 14680 members Mstep: Class 14 contains 1734 members Mstep: Class 15 contains 13587 members Mstep: Class 16 contains 2769 members Mstep: Class 17 contains 16586 members Mstep: Class 18 contains 1353 members Mstep: Class 19 contains 5173 members Mstep: Class 20 contains 1055 members Mstep: Class 21 contains 1650 members Mstep: Class 22 contains 7600 members Entering Unmasked Estep ConsiderDeletion Score: -4951663.500000 Penalty: 11966.129883 Iteration 42Q: 23 clusters Score -4951664 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 4930 members Mstep: Class 3 contains 1283 members Mstep: Class 4 contains 17056 members Mstep: Class 5 contains 11713 members Mstep: Class 6 contains 6028 members Mstep: Class 7 contains 981 members Mstep: Class 8 contains 8937 members Mstep: Class 9 contains 2803 members Mstep: Class 10 contains 2510 members Mstep: Class 11 contains 2338 members Mstep: Class 12 contains 29861 members Mstep: Class 13 contains 14602 members Mstep: Class 14 contains 1749 members Mstep: Class 15 contains 13560 members Mstep: Class 16 contains 2732 members Mstep: Class 17 contains 16594 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 5259 members Mstep: Class 20 contains 1074 members Mstep: Class 21 contains 1629 members Mstep: Class 22 contains 7587 members Entering Unmasked Estep ConsiderDeletion Score: -4951843.500000 Penalty: 11966.129883 Iteration 43Q: 23 clusters Score -4951844 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 4883 members Mstep: Class 3 contains 1285 members Mstep: Class 4 contains 17357 members Mstep: Class 5 contains 11669 members Mstep: Class 6 contains 6032 members Mstep: Class 7 contains 974 members Mstep: Class 8 contains 8776 members Mstep: Class 9 contains 2765 members Mstep: Class 10 contains 2478 members Mstep: Class 11 contains 2379 members Mstep: Class 12 contains 29865 members Mstep: Class 13 contains 14529 members Mstep: Class 14 contains 1758 members Mstep: Class 15 contains 13528 members Mstep: Class 16 contains 2705 members Mstep: Class 17 contains 16592 members Mstep: Class 18 contains 1386 members Mstep: Class 19 contains 5343 members Mstep: Class 20 contains 1092 members Mstep: Class 21 contains 1616 members Mstep: Class 22 contains 7581 members Entering Unmasked Estep ConsiderDeletion Score: -4952010.500000 Penalty: 11966.129883 Iteration 44Q: 23 clusters Score -4952010 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 4850 members Mstep: Class 3 contains 1293 members Mstep: Class 4 contains 17650 members Mstep: Class 5 contains 11627 members Mstep: Class 6 contains 6036 members Mstep: Class 7 contains 963 members Mstep: Class 8 contains 8601 members Mstep: Class 9 contains 2712 members Mstep: Class 10 contains 2454 members Mstep: Class 11 contains 2407 members Mstep: Class 12 contains 29874 members Mstep: Class 13 contains 14469 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 13514 members Mstep: Class 16 contains 2673 members Mstep: Class 17 contains 16592 members Mstep: Class 18 contains 1396 members Mstep: Class 19 contains 5426 members Mstep: Class 20 contains 1106 members Mstep: Class 21 contains 1608 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4952142.000000 Penalty: 11966.129883 Iteration 45Q: 23 clusters Score -4952142 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4819 members Mstep: Class 3 contains 1297 members Mstep: Class 4 contains 17933 members Mstep: Class 5 contains 11578 members Mstep: Class 6 contains 6050 members Mstep: Class 7 contains 964 members Mstep: Class 8 contains 8410 members Mstep: Class 9 contains 2663 members Mstep: Class 10 contains 2421 members Mstep: Class 11 contains 2428 members Mstep: Class 12 contains 29877 members Mstep: Class 13 contains 14438 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 13504 members Mstep: Class 16 contains 2646 members Mstep: Class 17 contains 16593 members Mstep: Class 18 contains 1400 members Mstep: Class 19 contains 5496 members Mstep: Class 20 contains 1121 members Mstep: Class 21 contains 1602 members Mstep: Class 22 contains 7575 members Entering Unmasked Estep ConsiderDeletion Score: -4952294.500000 Penalty: 11966.129883 Iteration 46Q: 23 clusters Score -4952294 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4784 members Mstep: Class 3 contains 1296 members Mstep: Class 4 contains 18211 members Mstep: Class 5 contains 11535 members Mstep: Class 6 contains 6057 members Mstep: Class 7 contains 958 members Mstep: Class 8 contains 8222 members Mstep: Class 9 contains 2622 members Mstep: Class 10 contains 2390 members Mstep: Class 11 contains 2450 members Mstep: Class 12 contains 29874 members Mstep: Class 13 contains 14410 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 13487 members Mstep: Class 16 contains 2627 members Mstep: Class 17 contains 16594 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 5575 members Mstep: Class 20 contains 1136 members Mstep: Class 21 contains 1594 members Mstep: Class 22 contains 7575 members Entering Unmasked Estep ConsiderDeletion Score: -4952402.000000 Penalty: 11966.129883 Iteration 47Q: 23 clusters Score -4952402 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4753 members Mstep: Class 3 contains 1300 members Mstep: Class 4 contains 18487 members Mstep: Class 5 contains 11487 members Mstep: Class 6 contains 6056 members Mstep: Class 7 contains 953 members Mstep: Class 8 contains 8044 members Mstep: Class 9 contains 2594 members Mstep: Class 10 contains 2362 members Mstep: Class 11 contains 2471 members Mstep: Class 12 contains 29866 members Mstep: Class 13 contains 14379 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 13466 members Mstep: Class 16 contains 2609 members Mstep: Class 17 contains 16594 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 5646 members Mstep: Class 20 contains 1154 members Mstep: Class 21 contains 1592 members Mstep: Class 22 contains 7577 members Entering Unmasked Estep ConsiderDeletion Score: -4952483.500000 Penalty: 11966.129883 Iteration 48Q: 23 clusters Score -4952484 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4701 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 18754 members Mstep: Class 5 contains 11441 members Mstep: Class 6 contains 6058 members Mstep: Class 7 contains 952 members Mstep: Class 8 contains 7863 members Mstep: Class 9 contains 2576 members Mstep: Class 10 contains 2348 members Mstep: Class 11 contains 2492 members Mstep: Class 12 contains 29855 members Mstep: Class 13 contains 14351 members Mstep: Class 14 contains 1763 members Mstep: Class 15 contains 13437 members Mstep: Class 16 contains 2596 members Mstep: Class 17 contains 16596 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 5723 members Mstep: Class 20 contains 1173 members Mstep: Class 21 contains 1589 members Mstep: Class 22 contains 7577 members Entering Unmasked Estep ConsiderDeletion Score: -4952608.000000 Penalty: 11966.129883 Iteration 49Q: 23 clusters Score -4952608 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4653 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 19054 members Mstep: Class 5 contains 11417 members Mstep: Class 6 contains 6053 members Mstep: Class 7 contains 948 members Mstep: Class 8 contains 7666 members Mstep: Class 9 contains 2532 members Mstep: Class 10 contains 2338 members Mstep: Class 11 contains 2512 members Mstep: Class 12 contains 29849 members Mstep: Class 13 contains 14310 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 13413 members Mstep: Class 16 contains 2586 members Mstep: Class 17 contains 16597 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 5800 members Mstep: Class 20 contains 1182 members Mstep: Class 21 contains 1588 members Mstep: Class 22 contains 7577 members Entering Unmasked Estep ConsiderDeletion Score: -4952704.500000 Penalty: 11966.129883 Iteration 50Q: 23 clusters Score -4952704 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4601 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 19362 members Mstep: Class 5 contains 11389 members Mstep: Class 6 contains 6056 members Mstep: Class 7 contains 944 members Mstep: Class 8 contains 7463 members Mstep: Class 9 contains 2483 members Mstep: Class 10 contains 2319 members Mstep: Class 11 contains 2530 members Mstep: Class 12 contains 29841 members Mstep: Class 13 contains 14281 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 13387 members Mstep: Class 16 contains 2576 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 5882 members Mstep: Class 20 contains 1198 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7577 members Entering Unmasked Estep ConsiderDeletion Score: -4952823.500000 Penalty: 11966.129883 Iteration 51Q: 23 clusters Score -4952824 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4549 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 19653 members Mstep: Class 5 contains 11368 members Mstep: Class 6 contains 6061 members Mstep: Class 7 contains 940 members Mstep: Class 8 contains 7271 members Mstep: Class 9 contains 2448 members Mstep: Class 10 contains 2312 members Mstep: Class 11 contains 2541 members Mstep: Class 12 contains 29845 members Mstep: Class 13 contains 14246 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 13353 members Mstep: Class 16 contains 2565 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 5953 members Mstep: Class 20 contains 1207 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4952897.500000 Penalty: 11966.129883 Iteration 52Q: 23 clusters Score -4952898 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4497 members Mstep: Class 3 contains 1304 members Mstep: Class 4 contains 19971 members Mstep: Class 5 contains 11343 members Mstep: Class 6 contains 6059 members Mstep: Class 7 contains 935 members Mstep: Class 8 contains 7069 members Mstep: Class 9 contains 2401 members Mstep: Class 10 contains 2305 members Mstep: Class 11 contains 2547 members Mstep: Class 12 contains 29842 members Mstep: Class 13 contains 14213 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 13325 members Mstep: Class 16 contains 2560 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6026 members Mstep: Class 20 contains 1219 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953012.000000 Penalty: 11966.129883 Iteration 53Q: 23 clusters Score -4953012 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4431 members Mstep: Class 3 contains 1304 members Mstep: Class 4 contains 20299 members Mstep: Class 5 contains 11315 members Mstep: Class 6 contains 6061 members Mstep: Class 7 contains 929 members Mstep: Class 8 contains 6881 members Mstep: Class 9 contains 2360 members Mstep: Class 10 contains 2298 members Mstep: Class 11 contains 2551 members Mstep: Class 12 contains 29835 members Mstep: Class 13 contains 14187 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 13272 members Mstep: Class 16 contains 2556 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6110 members Mstep: Class 20 contains 1224 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953118.500000 Penalty: 11966.129883 Iteration 54Q: 23 clusters Score -4953118 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4370 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 20577 members Mstep: Class 5 contains 11291 members Mstep: Class 6 contains 6061 members Mstep: Class 7 contains 928 members Mstep: Class 8 contains 6734 members Mstep: Class 9 contains 2318 members Mstep: Class 10 contains 2288 members Mstep: Class 11 contains 2554 members Mstep: Class 12 contains 29830 members Mstep: Class 13 contains 14166 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 13214 members Mstep: Class 16 contains 2554 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6198 members Mstep: Class 20 contains 1225 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953189.500000 Penalty: 11966.129883 Iteration 55Q: 23 clusters Score -4953190 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 4299 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 20843 members Mstep: Class 5 contains 11279 members Mstep: Class 6 contains 6064 members Mstep: Class 7 contains 927 members Mstep: Class 8 contains 6579 members Mstep: Class 9 contains 2275 members Mstep: Class 10 contains 2286 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29824 members Mstep: Class 13 contains 14143 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 13157 members Mstep: Class 16 contains 2550 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6294 members Mstep: Class 20 contains 1232 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953306.500000 Penalty: 11966.129883 Iteration 56Q: 23 clusters Score -4953306 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 4230 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 21138 members Mstep: Class 5 contains 11269 members Mstep: Class 6 contains 6065 members Mstep: Class 7 contains 930 members Mstep: Class 8 contains 6411 members Mstep: Class 9 contains 2222 members Mstep: Class 10 contains 2281 members Mstep: Class 11 contains 2565 members Mstep: Class 12 contains 29814 members Mstep: Class 13 contains 14117 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 13093 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6389 members Mstep: Class 20 contains 1238 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953434.500000 Penalty: 11966.129883 Iteration 57Q: 23 clusters Score -4953434 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4174 members Mstep: Class 3 contains 1300 members Mstep: Class 4 contains 21466 members Mstep: Class 5 contains 11263 members Mstep: Class 6 contains 6055 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 6248 members Mstep: Class 9 contains 2158 members Mstep: Class 10 contains 2281 members Mstep: Class 11 contains 2565 members Mstep: Class 12 contains 29805 members Mstep: Class 13 contains 14104 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 13006 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6465 members Mstep: Class 20 contains 1241 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953559.000000 Penalty: 11966.129883 Iteration 58Q: 23 clusters Score -4953559 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 4110 members Mstep: Class 3 contains 1296 members Mstep: Class 4 contains 21793 members Mstep: Class 5 contains 11256 members Mstep: Class 6 contains 6050 members Mstep: Class 7 contains 931 members Mstep: Class 8 contains 6073 members Mstep: Class 9 contains 2096 members Mstep: Class 10 contains 2270 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29806 members Mstep: Class 13 contains 14085 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 12933 members Mstep: Class 16 contains 2549 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6548 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953666.500000 Penalty: 11966.129883 Iteration 59Q: 23 clusters Score -4953666 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 4065 members Mstep: Class 3 contains 1297 members Mstep: Class 4 contains 22089 members Mstep: Class 5 contains 11253 members Mstep: Class 6 contains 6035 members Mstep: Class 7 contains 930 members Mstep: Class 8 contains 5918 members Mstep: Class 9 contains 2039 members Mstep: Class 10 contains 2261 members Mstep: Class 11 contains 2565 members Mstep: Class 12 contains 29795 members Mstep: Class 13 contains 14075 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 12863 members Mstep: Class 16 contains 2548 members Mstep: Class 17 contains 16598 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6621 members Mstep: Class 20 contains 1249 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953773.500000 Penalty: 11966.129883 Iteration 60F: 23 clusters Score -4953774 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4038 members Mstep: Class 3 contains 1294 members Mstep: Class 4 contains 22397 members Mstep: Class 5 contains 11244 members Mstep: Class 6 contains 6024 members Mstep: Class 7 contains 930 members Mstep: Class 8 contains 5774 members Mstep: Class 9 contains 1963 members Mstep: Class 10 contains 2250 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29784 members Mstep: Class 13 contains 14066 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 12795 members Mstep: Class 16 contains 2546 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6685 members Mstep: Class 20 contains 1248 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953830.500000 Penalty: 11966.129883 Iteration 61Q: 23 clusters Score -4953830 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 4004 members Mstep: Class 3 contains 1293 members Mstep: Class 4 contains 22676 members Mstep: Class 5 contains 11233 members Mstep: Class 6 contains 6018 members Mstep: Class 7 contains 927 members Mstep: Class 8 contains 5632 members Mstep: Class 9 contains 1906 members Mstep: Class 10 contains 2237 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29778 members Mstep: Class 13 contains 14051 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 12742 members Mstep: Class 16 contains 2544 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6750 members Mstep: Class 20 contains 1246 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4953927.000000 Penalty: 11966.129883 Iteration 62Q: 23 clusters Score -4953927 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 3990 members Mstep: Class 3 contains 1296 members Mstep: Class 4 contains 22951 members Mstep: Class 5 contains 11228 members Mstep: Class 6 contains 6007 members Mstep: Class 7 contains 923 members Mstep: Class 8 contains 5469 members Mstep: Class 9 contains 1839 members Mstep: Class 10 contains 2229 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29772 members Mstep: Class 13 contains 14045 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 12692 members Mstep: Class 16 contains 2544 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6799 members Mstep: Class 20 contains 1250 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954069.500000 Penalty: 11966.129883 Iteration 63Q: 23 clusters Score -4954070 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 3978 members Mstep: Class 3 contains 1301 members Mstep: Class 4 contains 23239 members Mstep: Class 5 contains 11215 members Mstep: Class 6 contains 5996 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 5310 members Mstep: Class 9 contains 1773 members Mstep: Class 10 contains 2221 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29767 members Mstep: Class 13 contains 14036 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 12633 members Mstep: Class 16 contains 2545 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6841 members Mstep: Class 20 contains 1255 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954191.000000 Penalty: 11966.129883 Iteration 64Q: 23 clusters Score -4954191 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3943 members Mstep: Class 3 contains 1299 members Mstep: Class 4 contains 23533 members Mstep: Class 5 contains 11202 members Mstep: Class 6 contains 5991 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 5164 members Mstep: Class 9 contains 1698 members Mstep: Class 10 contains 2210 members Mstep: Class 11 contains 2565 members Mstep: Class 12 contains 29762 members Mstep: Class 13 contains 14029 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 12577 members Mstep: Class 16 contains 2544 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6900 members Mstep: Class 20 contains 1256 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954278.500000 Penalty: 11966.129883 Iteration 65Q: 23 clusters Score -4954278 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3915 members Mstep: Class 3 contains 1298 members Mstep: Class 4 contains 23822 members Mstep: Class 5 contains 11189 members Mstep: Class 6 contains 5988 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 5010 members Mstep: Class 9 contains 1634 members Mstep: Class 10 contains 2206 members Mstep: Class 11 contains 2564 members Mstep: Class 12 contains 29762 members Mstep: Class 13 contains 14020 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 12515 members Mstep: Class 16 contains 2541 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6955 members Mstep: Class 20 contains 1259 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954390.000000 Penalty: 11966.129883 Iteration 66Q: 23 clusters Score -4954390 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3896 members Mstep: Class 3 contains 1299 members Mstep: Class 4 contains 24099 members Mstep: Class 5 contains 11177 members Mstep: Class 6 contains 5986 members Mstep: Class 7 contains 915 members Mstep: Class 8 contains 4899 members Mstep: Class 9 contains 1554 members Mstep: Class 10 contains 2194 members Mstep: Class 11 contains 2565 members Mstep: Class 12 contains 29758 members Mstep: Class 13 contains 14018 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 12438 members Mstep: Class 16 contains 2539 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 6996 members Mstep: Class 20 contains 1261 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954496.500000 Penalty: 11966.129883 Iteration 67Q: 23 clusters Score -4954496 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3884 members Mstep: Class 3 contains 1301 members Mstep: Class 4 contains 24362 members Mstep: Class 5 contains 11162 members Mstep: Class 6 contains 5989 members Mstep: Class 7 contains 919 members Mstep: Class 8 contains 4806 members Mstep: Class 9 contains 1479 members Mstep: Class 10 contains 2184 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29750 members Mstep: Class 13 contains 14004 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 12358 members Mstep: Class 16 contains 2537 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7033 members Mstep: Class 20 contains 1261 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954594.000000 Penalty: 11966.129883 Iteration 68Q: 23 clusters Score -4954594 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 3872 members Mstep: Class 3 contains 1307 members Mstep: Class 4 contains 24616 members Mstep: Class 5 contains 11139 members Mstep: Class 6 contains 5992 members Mstep: Class 7 contains 922 members Mstep: Class 8 contains 4714 members Mstep: Class 9 contains 1415 members Mstep: Class 10 contains 2171 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29744 members Mstep: Class 13 contains 13987 members Mstep: Class 14 contains 1760 members Mstep: Class 15 contains 12280 members Mstep: Class 16 contains 2535 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7072 members Mstep: Class 20 contains 1263 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954684.500000 Penalty: 11966.129883 Iteration 69Q: 23 clusters Score -4954684 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3858 members Mstep: Class 3 contains 1307 members Mstep: Class 4 contains 24869 members Mstep: Class 5 contains 11113 members Mstep: Class 6 contains 5991 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 4637 members Mstep: Class 9 contains 1363 members Mstep: Class 10 contains 2162 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29742 members Mstep: Class 13 contains 13967 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 12186 members Mstep: Class 16 contains 2532 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7111 members Mstep: Class 20 contains 1263 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954747.000000 Penalty: 11966.129883 Iteration 70Q: 23 clusters Score -4954747 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3838 members Mstep: Class 3 contains 1307 members Mstep: Class 4 contains 25116 members Mstep: Class 5 contains 11086 members Mstep: Class 6 contains 5986 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 4575 members Mstep: Class 9 contains 1314 members Mstep: Class 10 contains 2153 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29740 members Mstep: Class 13 contains 13939 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 12089 members Mstep: Class 16 contains 2532 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7156 members Mstep: Class 20 contains 1268 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954804.000000 Penalty: 11966.129883 Iteration 71Q: 23 clusters Score -4954804 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3830 members Mstep: Class 3 contains 1310 members Mstep: Class 4 contains 25343 members Mstep: Class 5 contains 11055 members Mstep: Class 6 contains 5974 members Mstep: Class 7 contains 924 members Mstep: Class 8 contains 4522 members Mstep: Class 9 contains 1281 members Mstep: Class 10 contains 2149 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 29733 members Mstep: Class 13 contains 13913 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 11993 members Mstep: Class 16 contains 2530 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7192 members Mstep: Class 20 contains 1273 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954866.500000 Penalty: 11966.129883 Iteration 72Q: 23 clusters Score -4954866 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3814 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 25557 members Mstep: Class 5 contains 11017 members Mstep: Class 6 contains 5967 members Mstep: Class 7 contains 922 members Mstep: Class 8 contains 4473 members Mstep: Class 9 contains 1251 members Mstep: Class 10 contains 2141 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29728 members Mstep: Class 13 contains 13894 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 11917 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7226 members Mstep: Class 20 contains 1281 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954918.500000 Penalty: 11966.129883 Iteration 73Q: 23 clusters Score -4954918 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3797 members Mstep: Class 3 contains 1315 members Mstep: Class 4 contains 25768 members Mstep: Class 5 contains 10975 members Mstep: Class 6 contains 5964 members Mstep: Class 7 contains 922 members Mstep: Class 8 contains 4418 members Mstep: Class 9 contains 1224 members Mstep: Class 10 contains 2134 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29721 members Mstep: Class 13 contains 13874 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 11840 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 16600 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7267 members Mstep: Class 20 contains 1290 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4954977.500000 Penalty: 11966.129883 Iteration 74Q: 23 clusters Score -4954978 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3780 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 25925 members Mstep: Class 5 contains 10943 members Mstep: Class 6 contains 5959 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 4392 members Mstep: Class 9 contains 1200 members Mstep: Class 10 contains 2124 members Mstep: Class 11 contains 2572 members Mstep: Class 12 contains 29712 members Mstep: Class 13 contains 13857 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 11767 members Mstep: Class 16 contains 2510 members Mstep: Class 17 contains 16600 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7311 members Mstep: Class 20 contains 1307 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4955018.000000 Penalty: 11966.129883 Iteration 75Q: 23 clusters Score -4955018 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3753 members Mstep: Class 3 contains 1311 members Mstep: Class 4 contains 26097 members Mstep: Class 5 contains 10911 members Mstep: Class 6 contains 5952 members Mstep: Class 7 contains 922 members Mstep: Class 8 contains 4356 members Mstep: Class 9 contains 1171 members Mstep: Class 10 contains 2126 members Mstep: Class 11 contains 2572 members Mstep: Class 12 contains 29703 members Mstep: Class 13 contains 13844 members Mstep: Class 14 contains 1763 members Mstep: Class 15 contains 11702 members Mstep: Class 16 contains 2502 members Mstep: Class 17 contains 16600 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7356 members Mstep: Class 20 contains 1313 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4955052.500000 Penalty: 11966.129883 Iteration 76Q: 23 clusters Score -4955052 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3719 members Mstep: Class 3 contains 1310 members Mstep: Class 4 contains 26278 members Mstep: Class 5 contains 10887 members Mstep: Class 6 contains 5950 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 4330 members Mstep: Class 9 contains 1135 members Mstep: Class 10 contains 2120 members Mstep: Class 11 contains 2573 members Mstep: Class 12 contains 29702 members Mstep: Class 13 contains 13829 members Mstep: Class 14 contains 1762 members Mstep: Class 15 contains 11621 members Mstep: Class 16 contains 2499 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7398 members Mstep: Class 20 contains 1320 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4955123.500000 Penalty: 11966.129883 Iteration 77Q: 23 clusters Score -4955124 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3691 members Mstep: Class 3 contains 1309 members Mstep: Class 4 contains 26429 members Mstep: Class 5 contains 10869 members Mstep: Class 6 contains 5948 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 4312 members Mstep: Class 9 contains 1111 members Mstep: Class 10 contains 2105 members Mstep: Class 11 contains 2572 members Mstep: Class 12 contains 29700 members Mstep: Class 13 contains 13819 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 11554 members Mstep: Class 16 contains 2494 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7431 members Mstep: Class 20 contains 1327 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4955153.500000 Penalty: 11966.129883 Iteration 78Q: 23 clusters Score -4955154 nChanged 300 Entering ConstructFrom: Score: -4955153.500000 Penalty: 11966.129883 Entering ConstructFrom: Trying to split cluster 1 (932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Entering Unmasked Estep Score: -21368.285156 Penalty: 311.098633 Iteration 0F: 2 clusters Score -21368.29 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 447 members Entering Unmasked Estep Score: -20639.773438 Penalty: 622.197266 Iteration 0F: 3 clusters Score -20639.77 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -20925.564453 Penalty: 622.197266 Iteration 1F: 3 clusters Score -20925.56 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -21024.796875 Penalty: 622.197266 Iteration 2F: 3 clusters Score -21024.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -21139.095703 Penalty: 622.197266 Iteration 3F: 3 clusters Score -21139.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -21280.990234 Penalty: 622.197266 Iteration 4F: 3 clusters Score -21280.99 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -21367.978516 Penalty: 622.197266 Iteration 5F: 3 clusters Score -21367.98 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -21412.808594 Penalty: 622.197266 Iteration 6Q: 3 clusters Score -21412.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -21430.476562 Penalty: 622.197266 Iteration 7Q: 3 clusters Score -21430.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -21435.351562 Penalty: 622.197266 Iteration 8Q: 3 clusters Score -21435.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -21441.103516 Penalty: 622.197266 Iteration 9Q: 3 clusters Score -21441.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -21441.964844 Penalty: 622.197266 Iteration 10Q: 3 clusters Score -21441.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -21441.964844 Penalty: 622.197266 Iteration 11F: 3 clusters Score -21441.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3648 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 26574 members Mstep: Class 5 contains 10853 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 4268 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29694 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 1761 members Mstep: Class 15 contains 11506 members Mstep: Class 16 contains 2487 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7477 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Mstep: Class 23 contains 139 members Entering Unmasked Estep Score: -4954995.500000 Penalty: 12510.044922 Splitting cluster 1 changes total score from -4955153.500000 to -4954995.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (3648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Entering Unmasked Estep Score: -129740.828125 Penalty: 373.188049 Iteration 0F: 2 clusters Score -129740.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -127214.984375 Penalty: 746.376099 Iteration 0F: 3 clusters Score -127215 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -128223.328125 Penalty: 746.376099 Iteration 1F: 3 clusters Score -128223.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -128450.820312 Penalty: 746.376099 Iteration 2F: 3 clusters Score -128450.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -128666.640625 Penalty: 746.376099 Iteration 3F: 3 clusters Score -128666.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -128826.695312 Penalty: 746.376099 Iteration 4F: 3 clusters Score -128826.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -128949.585938 Penalty: 746.376099 Iteration 5Q: 3 clusters Score -128949.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -129058.882812 Penalty: 746.376099 Iteration 6Q: 3 clusters Score -129058.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -129133.875000 Penalty: 746.376099 Iteration 7Q: 3 clusters Score -129133.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -129185.148438 Penalty: 746.376099 Iteration 8Q: 3 clusters Score -129185.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -129215.914062 Penalty: 746.376099 Iteration 9Q: 3 clusters Score -129215.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -129233.968750 Penalty: 746.376099 Iteration 10Q: 3 clusters Score -129234 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -129252.601562 Penalty: 746.376099 Iteration 11Q: 3 clusters Score -129252.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -129278.203125 Penalty: 746.376099 Iteration 12Q: 3 clusters Score -129278.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -129304.460938 Penalty: 746.376099 Iteration 13Q: 3 clusters Score -129304.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -129317.328125 Penalty: 746.376099 Iteration 14Q: 3 clusters Score -129317.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -129326.570312 Penalty: 746.376099 Iteration 15Q: 3 clusters Score -129326.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -129336.468750 Penalty: 746.376099 Iteration 16Q: 3 clusters Score -129336.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -129340.289062 Penalty: 746.376099 Iteration 17Q: 3 clusters Score -129340.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -129342.046875 Penalty: 746.376099 Iteration 18Q: 3 clusters Score -129342 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -129346.312500 Penalty: 746.376099 Iteration 19Q: 3 clusters Score -129346.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -129351.718750 Penalty: 746.376099 Iteration 20F: 3 clusters Score -129351.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -129360.187500 Penalty: 746.376099 Iteration 21Q: 3 clusters Score -129360.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -129369.312500 Penalty: 746.376099 Iteration 22Q: 3 clusters Score -129369.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -129373.554688 Penalty: 746.376099 Iteration 23Q: 3 clusters Score -129373.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -129376.414062 Penalty: 746.376099 Iteration 24Q: 3 clusters Score -129376.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -129377.203125 Penalty: 746.376099 Iteration 25Q: 3 clusters Score -129377.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -129378.351562 Penalty: 746.376099 Iteration 26Q: 3 clusters Score -129378.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -129379.703125 Penalty: 746.376099 Iteration 27Q: 3 clusters Score -129379.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -129380.734375 Penalty: 746.376099 Iteration 28Q: 3 clusters Score -129380.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -129381.609375 Penalty: 746.376099 Iteration 29Q: 3 clusters Score -129381.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -129383.062500 Penalty: 746.376099 Iteration 30Q: 3 clusters Score -129383.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -129385.234375 Penalty: 746.376099 Iteration 31Q: 3 clusters Score -129385.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -129386.867188 Penalty: 746.376099 Iteration 32Q: 3 clusters Score -129386.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -129388.500000 Penalty: 746.376099 Iteration 33Q: 3 clusters Score -129388.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -129389.039062 Penalty: 746.376099 Iteration 34Q: 3 clusters Score -129389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -129389.726562 Penalty: 746.376099 Iteration 35Q: 3 clusters Score -129389.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -129390.320312 Penalty: 746.376099 Iteration 36Q: 3 clusters Score -129390.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -129390.953125 Penalty: 746.376099 Iteration 37Q: 3 clusters Score -129391 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -129391.484375 Penalty: 746.376099 Iteration 38Q: 3 clusters Score -129391.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -129392.000000 Penalty: 746.376099 Iteration 39Q: 3 clusters Score -129392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -129392.078125 Penalty: 746.376099 Iteration 40F: 3 clusters Score -129392.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1308 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Entering Unmasked Estep Score: -43661.265625 Penalty: 326.519592 Iteration 0F: 2 clusters Score -43661.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -42649.105469 Penalty: 653.039185 Iteration 0F: 3 clusters Score -42649.11 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -43015.011719 Penalty: 653.039185 Iteration 1F: 3 clusters Score -43015.01 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -43146.796875 Penalty: 653.039185 Iteration 2F: 3 clusters Score -43146.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -43235.937500 Penalty: 653.039185 Iteration 3F: 3 clusters Score -43235.94 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -43286.847656 Penalty: 653.039185 Iteration 4F: 3 clusters Score -43286.85 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -43322.605469 Penalty: 653.039185 Iteration 5Q: 3 clusters Score -43322.61 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -43352.910156 Penalty: 653.039185 Iteration 6Q: 3 clusters Score -43352.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -43381.796875 Penalty: 653.039185 Iteration 7Q: 3 clusters Score -43381.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -43403.835938 Penalty: 653.039185 Iteration 8Q: 3 clusters Score -43403.84 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -43423.246094 Penalty: 653.039185 Iteration 9Q: 3 clusters Score -43423.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -43439.535156 Penalty: 653.039185 Iteration 10Q: 3 clusters Score -43439.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -43451.562500 Penalty: 653.039185 Iteration 11Q: 3 clusters Score -43451.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -43461.835938 Penalty: 653.039185 Iteration 12Q: 3 clusters Score -43461.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -43470.105469 Penalty: 653.039185 Iteration 13Q: 3 clusters Score -43470.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -43473.714844 Penalty: 653.039185 Iteration 14Q: 3 clusters Score -43473.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -43476.019531 Penalty: 653.039185 Iteration 15Q: 3 clusters Score -43476.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -43480.195312 Penalty: 653.039185 Iteration 16Q: 3 clusters Score -43480.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -43486.964844 Penalty: 653.039185 Iteration 17Q: 3 clusters Score -43486.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -43488.199219 Penalty: 653.039185 Iteration 18Q: 3 clusters Score -43488.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -43489.089844 Penalty: 653.039185 Iteration 19Q: 3 clusters Score -43489.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -43489.816406 Penalty: 653.039185 Iteration 20F: 3 clusters Score -43489.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -43491.441406 Penalty: 653.039185 Iteration 21Q: 3 clusters Score -43491.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -43492.410156 Penalty: 653.039185 Iteration 22Q: 3 clusters Score -43492.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -43493.542969 Penalty: 653.039185 Iteration 23Q: 3 clusters Score -43493.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -43494.085938 Penalty: 653.039185 Iteration 24Q: 3 clusters Score -43494.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -43494.085938 Penalty: 653.039185 Iteration 25F: 3 clusters Score -43494.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (26574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26574 members Entering Unmasked Estep Score: -900920.312500 Penalty: 463.539856 Iteration 0F: 2 clusters Score -900920.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -883255.937500 Penalty: 927.079712 Iteration 0F: 3 clusters Score -883255.9 nChanged 12579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12254 members Mstep: Class 2 contains 14320 members Entering Unmasked Estep Score: -890772.750000 Penalty: 927.079712 Iteration 1F: 3 clusters Score -890772.8 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11512 members Mstep: Class 2 contains 15062 members Entering Unmasked Estep Score: -891345.250000 Penalty: 927.079712 Iteration 2F: 3 clusters Score -891345.2 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 16058 members Entering Unmasked Estep Score: -892030.687500 Penalty: 927.079712 Iteration 3F: 3 clusters Score -892030.7 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 17259 members Entering Unmasked Estep Score: -892867.375000 Penalty: 927.079712 Iteration 4F: 3 clusters Score -892867.4 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 18669 members Entering Unmasked Estep Score: -893919.937500 Penalty: 927.079712 Iteration 5F: 3 clusters Score -893919.9 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 20200 members Entering Unmasked Estep Score: -895164.312500 Penalty: 927.079712 Iteration 6F: 3 clusters Score -895164.3 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 21768 members Entering Unmasked Estep Score: -896495.187500 Penalty: 927.079712 Iteration 7F: 3 clusters Score -896495.2 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 23186 members Entering Unmasked Estep Score: -897769.375000 Penalty: 927.079712 Iteration 8F: 3 clusters Score -897769.4 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 24276 members Entering Unmasked Estep Score: -898699.437500 Penalty: 927.079712 Iteration 9Q: 3 clusters Score -898699.4 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 25091 members Entering Unmasked Estep Score: -899374.937500 Penalty: 927.079712 Iteration 10Q: 3 clusters Score -899374.9 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 25670 members Entering Unmasked Estep Score: -899841.062500 Penalty: 927.079712 Iteration 11Q: 3 clusters Score -899841.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 26039 members Entering Unmasked Estep Score: -900129.937500 Penalty: 927.079712 Iteration 12Q: 3 clusters Score -900129.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 26265 members Entering Unmasked Estep Score: -900312.750000 Penalty: 927.079712 Iteration 13Q: 3 clusters Score -900312.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 26395 members Entering Unmasked Estep Score: -900432.562500 Penalty: 927.079712 Iteration 14Q: 3 clusters Score -900432.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 26445 members Entering Unmasked Estep Score: -900481.437500 Penalty: 927.079712 Iteration 15Q: 3 clusters Score -900481.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 26463 members Entering Unmasked Estep Score: -900497.625000 Penalty: 927.079712 Iteration 16Q: 3 clusters Score -900497.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 26474 members Entering Unmasked Estep Score: -900512.125000 Penalty: 927.079712 Iteration 17Q: 3 clusters Score -900512.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 26476 members Entering Unmasked Estep Score: -900522.625000 Penalty: 927.079712 Iteration 18Q: 3 clusters Score -900522.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -900530.062500 Penalty: 927.079712 Iteration 19Q: 3 clusters Score -900530.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 26482 members Entering Unmasked Estep Score: -900535.000000 Penalty: 927.079712 Iteration 20F: 3 clusters Score -900535 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 26484 members Entering Unmasked Estep Score: -900536.437500 Penalty: 927.079712 Iteration 21Q: 3 clusters Score -900536.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 26484 members Entering Unmasked Estep Score: -900536.437500 Penalty: 927.079712 Iteration 22F: 3 clusters Score -900536.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10853 members Entering Unmasked Estep Score: -383740.062500 Penalty: 422.794983 Iteration 0F: 2 clusters Score -383740.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -376522.437500 Penalty: 845.589966 Iteration 0F: 3 clusters Score -376522.4 nChanged 5119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -379502.125000 Penalty: 845.589966 Iteration 1F: 3 clusters Score -379502.1 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -379933.531250 Penalty: 845.589966 Iteration 2F: 3 clusters Score -379933.5 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -380554.000000 Penalty: 845.589966 Iteration 3F: 3 clusters Score -380554 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -381303.531250 Penalty: 845.589966 Iteration 4F: 3 clusters Score -381303.5 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -381907.375000 Penalty: 845.589966 Iteration 5F: 3 clusters Score -381907.4 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -382260.718750 Penalty: 845.589966 Iteration 6Q: 3 clusters Score -382260.7 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8828 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -382466.875000 Penalty: 845.589966 Iteration 7Q: 3 clusters Score -382466.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9021 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -382606.093750 Penalty: 845.589966 Iteration 8Q: 3 clusters Score -382606.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -382713.031250 Penalty: 845.589966 Iteration 9Q: 3 clusters Score -382713 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -382815.500000 Penalty: 845.589966 Iteration 10Q: 3 clusters Score -382815.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -382889.968750 Penalty: 845.589966 Iteration 11Q: 3 clusters Score -382890 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -382945.593750 Penalty: 845.589966 Iteration 12Q: 3 clusters Score -382945.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -382979.281250 Penalty: 845.589966 Iteration 13Q: 3 clusters Score -382979.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -383010.468750 Penalty: 845.589966 Iteration 14Q: 3 clusters Score -383010.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -383048.687500 Penalty: 845.589966 Iteration 15Q: 3 clusters Score -383048.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -383079.531250 Penalty: 845.589966 Iteration 16Q: 3 clusters Score -383079.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10020 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -383112.531250 Penalty: 845.589966 Iteration 17Q: 3 clusters Score -383112.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -383154.625000 Penalty: 845.589966 Iteration 18Q: 3 clusters Score -383154.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -383195.156250 Penalty: 845.589966 Iteration 19Q: 3 clusters Score -383195.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10273 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -383231.593750 Penalty: 845.589966 Iteration 20F: 3 clusters Score -383231.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -383275.000000 Penalty: 845.589966 Iteration 21Q: 3 clusters Score -383275 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -383317.031250 Penalty: 845.589966 Iteration 22Q: 3 clusters Score -383317 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -383350.000000 Penalty: 845.589966 Iteration 23Q: 3 clusters Score -383350 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10531 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -383371.375000 Penalty: 845.589966 Iteration 24Q: 3 clusters Score -383371.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10565 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -383387.843750 Penalty: 845.589966 Iteration 25Q: 3 clusters Score -383387.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -383401.218750 Penalty: 845.589966 Iteration 26Q: 3 clusters Score -383401.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -383406.437500 Penalty: 845.589966 Iteration 27Q: 3 clusters Score -383406.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -383412.156250 Penalty: 845.589966 Iteration 28Q: 3 clusters Score -383412.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -383415.593750 Penalty: 845.589966 Iteration 29Q: 3 clusters Score -383415.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -383417.593750 Penalty: 845.589966 Iteration 30Q: 3 clusters Score -383417.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -383419.718750 Penalty: 845.589966 Iteration 31Q: 3 clusters Score -383419.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -383423.656250 Penalty: 845.589966 Iteration 32Q: 3 clusters Score -383423.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -383427.562500 Penalty: 845.589966 Iteration 33Q: 3 clusters Score -383427.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -383428.968750 Penalty: 845.589966 Iteration 34Q: 3 clusters Score -383429 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -383428.875000 Penalty: 845.589966 Iteration 35Q: 3 clusters Score -383428.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -383430.718750 Penalty: 845.589966 Iteration 36Q: 3 clusters Score -383430.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -383430.718750 Penalty: 845.589966 Iteration 37F: 3 clusters Score -383430.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5947 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Entering Unmasked Estep Score: -199440.546875 Penalty: 395.424225 Iteration 0F: 2 clusters Score -199440.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -195510.078125 Penalty: 790.848450 Iteration 0F: 3 clusters Score -195510.1 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -197443.218750 Penalty: 790.848450 Iteration 1F: 3 clusters Score -197443.2 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -198011.750000 Penalty: 790.848450 Iteration 2F: 3 clusters Score -198011.8 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -198430.296875 Penalty: 790.848450 Iteration 3F: 3 clusters Score -198430.3 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -198719.531250 Penalty: 790.848450 Iteration 4F: 3 clusters Score -198719.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -198910.968750 Penalty: 790.848450 Iteration 5Q: 3 clusters Score -198911 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -199022.062500 Penalty: 790.848450 Iteration 6Q: 3 clusters Score -199022.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -199103.937500 Penalty: 790.848450 Iteration 7Q: 3 clusters Score -199103.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -199145.078125 Penalty: 790.848450 Iteration 8Q: 3 clusters Score -199145.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -199166.593750 Penalty: 790.848450 Iteration 9Q: 3 clusters Score -199166.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -199187.640625 Penalty: 790.848450 Iteration 10Q: 3 clusters Score -199187.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -199201.078125 Penalty: 790.848450 Iteration 11Q: 3 clusters Score -199201.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -199208.250000 Penalty: 790.848450 Iteration 12Q: 3 clusters Score -199208.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -199214.000000 Penalty: 790.848450 Iteration 13Q: 3 clusters Score -199214 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -199224.515625 Penalty: 790.848450 Iteration 14Q: 3 clusters Score -199224.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -199235.468750 Penalty: 790.848450 Iteration 15Q: 3 clusters Score -199235.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -199242.109375 Penalty: 790.848450 Iteration 16Q: 3 clusters Score -199242.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -199249.031250 Penalty: 790.848450 Iteration 17Q: 3 clusters Score -199249 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -199258.625000 Penalty: 790.848450 Iteration 18Q: 3 clusters Score -199258.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -199266.296875 Penalty: 790.848450 Iteration 19Q: 3 clusters Score -199266.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -199277.546875 Penalty: 790.848450 Iteration 20F: 3 clusters Score -199277.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -199284.296875 Penalty: 790.848450 Iteration 21Q: 3 clusters Score -199284.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -199294.593750 Penalty: 790.848450 Iteration 22Q: 3 clusters Score -199294.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -199303.671875 Penalty: 790.848450 Iteration 23Q: 3 clusters Score -199303.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -199308.281250 Penalty: 790.848450 Iteration 24Q: 3 clusters Score -199308.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -199310.390625 Penalty: 790.848450 Iteration 25Q: 3 clusters Score -199310.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -199311.875000 Penalty: 790.848450 Iteration 26Q: 3 clusters Score -199311.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -199312.156250 Penalty: 790.848450 Iteration 27Q: 3 clusters Score -199312.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -199312.890625 Penalty: 790.848450 Iteration 28Q: 3 clusters Score -199312.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -199314.296875 Penalty: 790.848450 Iteration 29Q: 3 clusters Score -199314.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -199315.343750 Penalty: 790.848450 Iteration 30Q: 3 clusters Score -199315.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -199316.593750 Penalty: 790.848450 Iteration 31Q: 3 clusters Score -199316.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -199316.515625 Penalty: 790.848450 Iteration 32Q: 3 clusters Score -199316.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -199317.093750 Penalty: 790.848450 Iteration 33Q: 3 clusters Score -199317.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -199317.093750 Penalty: 790.848450 Iteration 34F: 3 clusters Score -199317.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Entering Unmasked Estep Score: -32173.191406 Penalty: 310.558441 Iteration 0F: 2 clusters Score -32173.19 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 436 members Entering Unmasked Estep Score: -31427.919922 Penalty: 621.116882 Iteration 0F: 3 clusters Score -31427.92 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -31678.386719 Penalty: 621.116882 Iteration 1F: 3 clusters Score -31678.39 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -31715.507812 Penalty: 621.116882 Iteration 2F: 3 clusters Score -31715.51 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -31740.005859 Penalty: 621.116882 Iteration 3Q: 3 clusters Score -31740.01 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -31763.615234 Penalty: 621.116882 Iteration 4Q: 3 clusters Score -31763.62 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -31792.291016 Penalty: 621.116882 Iteration 5Q: 3 clusters Score -31792.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -31810.697266 Penalty: 621.116882 Iteration 6Q: 3 clusters Score -31810.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -31823.933594 Penalty: 621.116882 Iteration 7Q: 3 clusters Score -31823.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -31838.597656 Penalty: 621.116882 Iteration 8Q: 3 clusters Score -31838.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -31847.828125 Penalty: 621.116882 Iteration 9Q: 3 clusters Score -31847.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -31853.730469 Penalty: 621.116882 Iteration 10Q: 3 clusters Score -31853.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -31861.460938 Penalty: 621.116882 Iteration 11Q: 3 clusters Score -31861.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -31869.675781 Penalty: 621.116882 Iteration 12Q: 3 clusters Score -31869.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -31874.138672 Penalty: 621.116882 Iteration 13Q: 3 clusters Score -31874.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -31879.455078 Penalty: 621.116882 Iteration 14Q: 3 clusters Score -31879.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -31883.863281 Penalty: 621.116882 Iteration 15Q: 3 clusters Score -31883.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -31888.306641 Penalty: 621.116882 Iteration 16Q: 3 clusters Score -31888.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -31897.714844 Penalty: 621.116882 Iteration 17Q: 3 clusters Score -31897.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -31907.005859 Penalty: 621.116882 Iteration 18Q: 3 clusters Score -31907.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -31911.882812 Penalty: 621.116882 Iteration 19Q: 3 clusters Score -31911.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -31916.572266 Penalty: 621.116882 Iteration 20F: 3 clusters Score -31916.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -31921.878906 Penalty: 621.116882 Iteration 21Q: 3 clusters Score -31921.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -31924.875000 Penalty: 621.116882 Iteration 22Q: 3 clusters Score -31924.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31926.146484 Penalty: 621.116882 Iteration 23Q: 3 clusters Score -31926.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -31926.570312 Penalty: 621.116882 Iteration 24Q: 3 clusters Score -31926.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -31926.996094 Penalty: 621.116882 Iteration 25Q: 3 clusters Score -31927 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -31927.048828 Penalty: 621.116882 Iteration 26Q: 3 clusters Score -31927.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -31927.208984 Penalty: 621.116882 Iteration 27Q: 3 clusters Score -31927.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31927.394531 Penalty: 621.116882 Iteration 28Q: 3 clusters Score -31927.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31927.394531 Penalty: 621.116882 Iteration 29F: 3 clusters Score -31927.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (4268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Entering Unmasked Estep Score: -146385.578125 Penalty: 380.329987 Iteration 0F: 2 clusters Score -146385.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -143445.843750 Penalty: 760.659973 Iteration 0F: 3 clusters Score -143445.8 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -144526.328125 Penalty: 760.659973 Iteration 1F: 3 clusters Score -144526.3 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -144694.625000 Penalty: 760.659973 Iteration 2F: 3 clusters Score -144694.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -144865.671875 Penalty: 760.659973 Iteration 3F: 3 clusters Score -144865.7 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -145038.468750 Penalty: 760.659973 Iteration 4F: 3 clusters Score -145038.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -145241.390625 Penalty: 760.659973 Iteration 5F: 3 clusters Score -145241.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -145503.312500 Penalty: 760.659973 Iteration 6F: 3 clusters Score -145503.3 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -145753.140625 Penalty: 760.659973 Iteration 7F: 3 clusters Score -145753.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -145882.796875 Penalty: 760.659973 Iteration 8Q: 3 clusters Score -145882.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -145955.156250 Penalty: 760.659973 Iteration 9Q: 3 clusters Score -145955.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -145996.484375 Penalty: 760.659973 Iteration 10Q: 3 clusters Score -145996.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -146017.406250 Penalty: 760.659973 Iteration 11Q: 3 clusters Score -146017.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -146032.718750 Penalty: 760.659973 Iteration 12Q: 3 clusters Score -146032.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -146051.687500 Penalty: 760.659973 Iteration 13Q: 3 clusters Score -146051.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -146055.828125 Penalty: 760.659973 Iteration 14Q: 3 clusters Score -146055.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4196 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -146063.609375 Penalty: 760.659973 Iteration 15Q: 3 clusters Score -146063.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -146067.796875 Penalty: 760.659973 Iteration 16Q: 3 clusters Score -146067.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -146071.421875 Penalty: 760.659973 Iteration 17Q: 3 clusters Score -146071.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -146072.609375 Penalty: 760.659973 Iteration 18Q: 3 clusters Score -146072.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -146073.171875 Penalty: 760.659973 Iteration 19Q: 3 clusters Score -146073.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -146074.171875 Penalty: 760.659973 Iteration 20F: 3 clusters Score -146074.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -146077.781250 Penalty: 760.659973 Iteration 21Q: 3 clusters Score -146077.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -146082.171875 Penalty: 760.659973 Iteration 22Q: 3 clusters Score -146082.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -146082.500000 Penalty: 760.659973 Iteration 23Q: 3 clusters Score -146082.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -146082.500000 Penalty: 760.659973 Iteration 24F: 3 clusters Score -146082.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Entering Unmasked Estep Score: -36331.191406 Penalty: 318.182190 Iteration 0F: 2 clusters Score -36331.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -35485.671875 Penalty: 636.364380 Iteration 0F: 3 clusters Score -35485.67 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -35739.167969 Penalty: 636.364380 Iteration 1F: 3 clusters Score -35739.17 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -35780.070312 Penalty: 636.364380 Iteration 2F: 3 clusters Score -35780.07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -35800.492188 Penalty: 636.364380 Iteration 3Q: 3 clusters Score -35800.49 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -35820.406250 Penalty: 636.364380 Iteration 4Q: 3 clusters Score -35820.41 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -35842.679688 Penalty: 636.364380 Iteration 5Q: 3 clusters Score -35842.68 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -35859.917969 Penalty: 636.364380 Iteration 6Q: 3 clusters Score -35859.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -35874.183594 Penalty: 636.364380 Iteration 7Q: 3 clusters Score -35874.18 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -35883.234375 Penalty: 636.364380 Iteration 8Q: 3 clusters Score -35883.23 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -35891.265625 Penalty: 636.364380 Iteration 9Q: 3 clusters Score -35891.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -35900.503906 Penalty: 636.364380 Iteration 10Q: 3 clusters Score -35900.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -35905.964844 Penalty: 636.364380 Iteration 11Q: 3 clusters Score -35905.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -35911.449219 Penalty: 636.364380 Iteration 12Q: 3 clusters Score -35911.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -35916.152344 Penalty: 636.364380 Iteration 13Q: 3 clusters Score -35916.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -35922.003906 Penalty: 636.364380 Iteration 14Q: 3 clusters Score -35922 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -35927.953125 Penalty: 636.364380 Iteration 15Q: 3 clusters Score -35927.95 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -35936.167969 Penalty: 636.364380 Iteration 16Q: 3 clusters Score -35936.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -35940.503906 Penalty: 636.364380 Iteration 17Q: 3 clusters Score -35940.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -35943.781250 Penalty: 636.364380 Iteration 18Q: 3 clusters Score -35943.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -35946.921875 Penalty: 636.364380 Iteration 19Q: 3 clusters Score -35946.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -35950.199219 Penalty: 636.364380 Iteration 20F: 3 clusters Score -35950.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -35954.222656 Penalty: 636.364380 Iteration 21Q: 3 clusters Score -35954.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -35957.351562 Penalty: 636.364380 Iteration 22Q: 3 clusters Score -35957.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -35959.296875 Penalty: 636.364380 Iteration 23Q: 3 clusters Score -35959.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -35959.593750 Penalty: 636.364380 Iteration 24Q: 3 clusters Score -35959.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -35959.593750 Penalty: 636.364380 Iteration 25F: 3 clusters Score -35959.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Entering Unmasked Estep Score: -58405.769531 Penalty: 348.082672 Iteration 0F: 2 clusters Score -58405.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -56942.300781 Penalty: 696.165344 Iteration 0F: 3 clusters Score -56942.3 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -57751.636719 Penalty: 696.165344 Iteration 1F: 3 clusters Score -57751.64 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -57945.351562 Penalty: 696.165344 Iteration 2F: 3 clusters Score -57945.35 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -58027.128906 Penalty: 696.165344 Iteration 3F: 3 clusters Score -58027.13 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -58071.019531 Penalty: 696.165344 Iteration 4Q: 3 clusters Score -58071.02 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -58098.808594 Penalty: 696.165344 Iteration 5Q: 3 clusters Score -58098.81 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -58118.890625 Penalty: 696.165344 Iteration 6Q: 3 clusters Score -58118.89 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -58130.917969 Penalty: 696.165344 Iteration 7Q: 3 clusters Score -58130.92 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -58138.984375 Penalty: 696.165344 Iteration 8Q: 3 clusters Score -58138.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -58143.453125 Penalty: 696.165344 Iteration 9Q: 3 clusters Score -58143.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -58146.546875 Penalty: 696.165344 Iteration 10Q: 3 clusters Score -58146.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -58149.433594 Penalty: 696.165344 Iteration 11Q: 3 clusters Score -58149.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -58151.585938 Penalty: 696.165344 Iteration 12Q: 3 clusters Score -58151.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -58154.738281 Penalty: 696.165344 Iteration 13Q: 3 clusters Score -58154.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -58158.835938 Penalty: 696.165344 Iteration 14Q: 3 clusters Score -58158.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -58162.062500 Penalty: 696.165344 Iteration 15Q: 3 clusters Score -58162.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -58164.394531 Penalty: 696.165344 Iteration 16Q: 3 clusters Score -58164.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -58169.722656 Penalty: 696.165344 Iteration 17Q: 3 clusters Score -58169.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -58172.546875 Penalty: 696.165344 Iteration 18Q: 3 clusters Score -58172.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -58174.636719 Penalty: 696.165344 Iteration 19Q: 3 clusters Score -58174.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -58177.167969 Penalty: 696.165344 Iteration 20F: 3 clusters Score -58177.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -58178.394531 Penalty: 696.165344 Iteration 21Q: 3 clusters Score -58178.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -58179.195312 Penalty: 696.165344 Iteration 22Q: 3 clusters Score -58179.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -58179.453125 Penalty: 696.165344 Iteration 23Q: 3 clusters Score -58179.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -58179.453125 Penalty: 696.165344 Iteration 24F: 3 clusters Score -58179.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Entering Unmasked Estep Score: -93156.890625 Penalty: 357.268280 Iteration 0F: 2 clusters Score -93156.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -91336.125000 Penalty: 714.536560 Iteration 0F: 3 clusters Score -91336.12 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -91945.101562 Penalty: 714.536560 Iteration 1F: 3 clusters Score -91945.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -92079.039062 Penalty: 714.536560 Iteration 2F: 3 clusters Score -92079.04 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -92242.070312 Penalty: 714.536560 Iteration 3F: 3 clusters Score -92242.07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -92398.554688 Penalty: 714.536560 Iteration 4F: 3 clusters Score -92398.55 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -92505.140625 Penalty: 714.536560 Iteration 5F: 3 clusters Score -92505.14 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -92570.429688 Penalty: 714.536560 Iteration 6Q: 3 clusters Score -92570.43 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -92630.617188 Penalty: 714.536560 Iteration 7Q: 3 clusters Score -92630.62 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -92691.031250 Penalty: 714.536560 Iteration 8Q: 3 clusters Score -92691.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -92727.070312 Penalty: 714.536560 Iteration 9Q: 3 clusters Score -92727.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -92748.132812 Penalty: 714.536560 Iteration 10Q: 3 clusters Score -92748.13 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -92774.765625 Penalty: 714.536560 Iteration 11Q: 3 clusters Score -92774.77 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -92791.398438 Penalty: 714.536560 Iteration 12Q: 3 clusters Score -92791.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -92808.000000 Penalty: 714.536560 Iteration 13Q: 3 clusters Score -92808 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -92826.789062 Penalty: 714.536560 Iteration 14Q: 3 clusters Score -92826.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -92835.453125 Penalty: 714.536560 Iteration 15Q: 3 clusters Score -92835.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -92840.179688 Penalty: 714.536560 Iteration 16Q: 3 clusters Score -92840.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -92841.437500 Penalty: 714.536560 Iteration 17Q: 3 clusters Score -92841.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -92842.101562 Penalty: 714.536560 Iteration 18Q: 3 clusters Score -92842.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -92842.492188 Penalty: 714.536560 Iteration 19Q: 3 clusters Score -92842.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -92842.789062 Penalty: 714.536560 Iteration 20F: 3 clusters Score -92842.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (29694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29694 members Entering Unmasked Estep Score: -1092178.875000 Penalty: 468.590851 Iteration 0F: 2 clusters Score -1092179 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14930 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -1072406.125000 Penalty: 937.181702 Iteration 0F: 3 clusters Score -1072406 nChanged 14136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15620 members Mstep: Class 2 contains 14074 members Entering Unmasked Estep Score: -1080814.500000 Penalty: 937.181702 Iteration 1F: 3 clusters Score -1080814 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15890 members Mstep: Class 2 contains 13804 members Entering Unmasked Estep Score: -1081394.000000 Penalty: 937.181702 Iteration 2Q: 3 clusters Score -1081394 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16338 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -1082190.625000 Penalty: 937.181702 Iteration 3F: 3 clusters Score -1082191 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 12714 members Entering Unmasked Estep Score: -1083153.000000 Penalty: 937.181702 Iteration 4F: 3 clusters Score -1083153 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17879 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -1084097.250000 Penalty: 937.181702 Iteration 5F: 3 clusters Score -1084097 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19013 members Mstep: Class 2 contains 10681 members Entering Unmasked Estep Score: -1085014.375000 Penalty: 937.181702 Iteration 6F: 3 clusters Score -1085014 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20316 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -1085864.875000 Penalty: 937.181702 Iteration 7Q: 3 clusters Score -1085865 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21760 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -1086770.125000 Penalty: 937.181702 Iteration 8Q: 3 clusters Score -1086770 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23297 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -1087754.625000 Penalty: 937.181702 Iteration 9F: 3 clusters Score -1087755 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24751 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1088687.750000 Penalty: 937.181702 Iteration 10Q: 3 clusters Score -1088688 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26091 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -1089592.875000 Penalty: 937.181702 Iteration 11Q: 3 clusters Score -1089593 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27205 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -1090388.250000 Penalty: 937.181702 Iteration 12Q: 3 clusters Score -1090388 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28094 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -1091013.625000 Penalty: 937.181702 Iteration 13Q: 3 clusters Score -1091014 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28676 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1091428.000000 Penalty: 937.181702 Iteration 14Q: 3 clusters Score -1091428 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29012 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1091651.500000 Penalty: 937.181702 Iteration 15Q: 3 clusters Score -1091652 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29188 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1091765.500000 Penalty: 937.181702 Iteration 16Q: 3 clusters Score -1091766 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29290 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1091825.250000 Penalty: 937.181702 Iteration 17Q: 3 clusters Score -1091825 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29349 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1091857.125000 Penalty: 937.181702 Iteration 18Q: 3 clusters Score -1091857 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29390 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1091884.250000 Penalty: 937.181702 Iteration 19Q: 3 clusters Score -1091884 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29414 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1091899.375000 Penalty: 937.181702 Iteration 20F: 3 clusters Score -1091899 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29432 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1091916.750000 Penalty: 937.181702 Iteration 21Q: 3 clusters Score -1091917 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29440 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -1091926.375000 Penalty: 937.181702 Iteration 22Q: 3 clusters Score -1091926 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29450 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1091935.625000 Penalty: 937.181702 Iteration 23Q: 3 clusters Score -1091936 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29458 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1091941.750000 Penalty: 937.181702 Iteration 24Q: 3 clusters Score -1091942 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29468 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1091946.750000 Penalty: 937.181702 Iteration 25Q: 3 clusters Score -1091947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29467 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -1091946.500000 Penalty: 937.181702 Iteration 26Q: 3 clusters Score -1091946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29468 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1091949.000000 Penalty: 937.181702 Iteration 27Q: 3 clusters Score -1091949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29469 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1091949.375000 Penalty: 937.181702 Iteration 28Q: 3 clusters Score -1091949 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29470 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1091949.750000 Penalty: 937.181702 Iteration 29Q: 3 clusters Score -1091950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29470 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1091949.125000 Penalty: 937.181702 Iteration 30Q: 3 clusters Score -1091949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29470 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -1091949.125000 Penalty: 937.181702 Iteration 31F: 3 clusters Score -1091949 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13808 members Entering Unmasked Estep Score: -487815.031250 Penalty: 433.751678 Iteration 0F: 2 clusters Score -487815 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -478619.750000 Penalty: 867.503357 Iteration 0F: 3 clusters Score -478619.8 nChanged 6543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -482765.062500 Penalty: 867.503357 Iteration 1F: 3 clusters Score -482765.1 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -483320.156250 Penalty: 867.503357 Iteration 2F: 3 clusters Score -483320.2 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8725 members Mstep: Class 2 contains 5083 members Entering Unmasked Estep Score: -484037.218750 Penalty: 867.503357 Iteration 3F: 3 clusters Score -484037.2 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -484840.656250 Penalty: 867.503357 Iteration 4F: 3 clusters Score -484840.7 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -485492.718750 Penalty: 867.503357 Iteration 5F: 3 clusters Score -485492.7 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10091 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -485933.062500 Penalty: 867.503357 Iteration 6Q: 3 clusters Score -485933.1 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -486255.687500 Penalty: 867.503357 Iteration 7Q: 3 clusters Score -486255.7 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -486477.687500 Penalty: 867.503357 Iteration 8Q: 3 clusters Score -486477.7 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -486684.218750 Penalty: 867.503357 Iteration 9Q: 3 clusters Score -486684.2 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10607 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -486854.406250 Penalty: 867.503357 Iteration 10Q: 3 clusters Score -486854.4 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10582 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -486991.812500 Penalty: 867.503357 Iteration 11Q: 3 clusters Score -486991.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -487094.125000 Penalty: 867.503357 Iteration 12Q: 3 clusters Score -487094.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -487163.593750 Penalty: 867.503357 Iteration 13Q: 3 clusters Score -487163.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10424 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -487216.750000 Penalty: 867.503357 Iteration 14Q: 3 clusters Score -487216.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -487256.250000 Penalty: 867.503357 Iteration 15Q: 3 clusters Score -487256.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -487287.875000 Penalty: 867.503357 Iteration 16Q: 3 clusters Score -487287.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10254 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -487316.906250 Penalty: 867.503357 Iteration 17Q: 3 clusters Score -487316.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10181 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -487345.250000 Penalty: 867.503357 Iteration 18Q: 3 clusters Score -487345.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10109 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -487375.031250 Penalty: 867.503357 Iteration 19Q: 3 clusters Score -487375 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -487402.250000 Penalty: 867.503357 Iteration 20F: 3 clusters Score -487402.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -487423.812500 Penalty: 867.503357 Iteration 21Q: 3 clusters Score -487423.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -487444.656250 Penalty: 867.503357 Iteration 22Q: 3 clusters Score -487444.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -487463.781250 Penalty: 867.503357 Iteration 23Q: 3 clusters Score -487463.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -487476.156250 Penalty: 867.503357 Iteration 24Q: 3 clusters Score -487476.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -487489.656250 Penalty: 867.503357 Iteration 25Q: 3 clusters Score -487489.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -487499.312500 Penalty: 867.503357 Iteration 26Q: 3 clusters Score -487499.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -487508.125000 Penalty: 867.503357 Iteration 27Q: 3 clusters Score -487508.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -487515.093750 Penalty: 867.503357 Iteration 28Q: 3 clusters Score -487515.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9385 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -487522.531250 Penalty: 867.503357 Iteration 29Q: 3 clusters Score -487522.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -487526.718750 Penalty: 867.503357 Iteration 30Q: 3 clusters Score -487526.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -487532.812500 Penalty: 867.503357 Iteration 31Q: 3 clusters Score -487532.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -487535.593750 Penalty: 867.503357 Iteration 32Q: 3 clusters Score -487535.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -487538.500000 Penalty: 867.503357 Iteration 33Q: 3 clusters Score -487538.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -487543.218750 Penalty: 867.503357 Iteration 34Q: 3 clusters Score -487543.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -487545.031250 Penalty: 867.503357 Iteration 35Q: 3 clusters Score -487545 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -487548.093750 Penalty: 867.503357 Iteration 36Q: 3 clusters Score -487548.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9105 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -487549.625000 Penalty: 867.503357 Iteration 37Q: 3 clusters Score -487549.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -487551.843750 Penalty: 867.503357 Iteration 38Q: 3 clusters Score -487551.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -487552.468750 Penalty: 867.503357 Iteration 39Q: 3 clusters Score -487552.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9046 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -487553.906250 Penalty: 867.503357 Iteration 40F: 3 clusters Score -487553.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9026 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -487554.656250 Penalty: 867.503357 Iteration 41Q: 3 clusters Score -487554.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -487555.843750 Penalty: 867.503357 Iteration 42Q: 3 clusters Score -487555.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 4815 members Entering Unmasked Estep Score: -487556.750000 Penalty: 867.503357 Iteration 43Q: 3 clusters Score -487556.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -487557.218750 Penalty: 867.503357 Iteration 44Q: 3 clusters Score -487557.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -487555.281250 Penalty: 867.503357 Iteration 45Q: 3 clusters Score -487555.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -487555.843750 Penalty: 867.503357 Iteration 46Q: 3 clusters Score -487555.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -487556.562500 Penalty: 867.503357 Iteration 47Q: 3 clusters Score -487556.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8959 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -487557.687500 Penalty: 867.503357 Iteration 48Q: 3 clusters Score -487557.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -487557.437500 Penalty: 867.503357 Iteration 49Q: 3 clusters Score -487557.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -487558.593750 Penalty: 867.503357 Iteration 50Q: 3 clusters Score -487558.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -487558.500000 Penalty: 867.503357 Iteration 51Q: 3 clusters Score -487558.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -487557.937500 Penalty: 867.503357 Iteration 52Q: 3 clusters Score -487557.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -487558.281250 Penalty: 867.503357 Iteration 53Q: 3 clusters Score -487558.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8925 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -487559.718750 Penalty: 867.503357 Iteration 54Q: 3 clusters Score -487559.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -487558.937500 Penalty: 867.503357 Iteration 55Q: 3 clusters Score -487558.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -487561.031250 Penalty: 867.503357 Iteration 56Q: 3 clusters Score -487561 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -487562.750000 Penalty: 867.503357 Iteration 57Q: 3 clusters Score -487562.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -487561.718750 Penalty: 867.503357 Iteration 58Q: 3 clusters Score -487561.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8849 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -487562.875000 Penalty: 867.503357 Iteration 59Q: 3 clusters Score -487562.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -487563.437500 Penalty: 867.503357 Iteration 60F: 3 clusters Score -487563.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -487564.000000 Penalty: 867.503357 Iteration 61Q: 3 clusters Score -487564 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8814 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -487564.812500 Penalty: 867.503357 Iteration 62Q: 3 clusters Score -487564.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -487566.375000 Penalty: 867.503357 Iteration 63Q: 3 clusters Score -487566.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -487565.093750 Penalty: 867.503357 Iteration 64Q: 3 clusters Score -487565.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -487564.125000 Penalty: 867.503357 Iteration 65Q: 3 clusters Score -487564.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -487563.531250 Penalty: 867.503357 Iteration 66Q: 3 clusters Score -487563.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -487564.125000 Penalty: 867.503357 Iteration 67Q: 3 clusters Score -487564.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -487564.125000 Penalty: 867.503357 Iteration 68F: 3 clusters Score -487564.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Entering Unmasked Estep Score: -55043.445312 Penalty: 340.050476 Iteration 0F: 2 clusters Score -55043.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -53809.929688 Penalty: 680.100952 Iteration 0F: 3 clusters Score -53809.93 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -54276.246094 Penalty: 680.100952 Iteration 1F: 3 clusters Score -54276.25 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -54471.832031 Penalty: 680.100952 Iteration 2F: 3 clusters Score -54471.83 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -54778.820312 Penalty: 680.100952 Iteration 3F: 3 clusters Score -54778.82 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -55143.730469 Penalty: 680.100952 Iteration 4F: 3 clusters Score -55143.73 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -55606.363281 Penalty: 680.100952 Iteration 5F: 3 clusters Score -55606.36 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -55758.703125 Penalty: 680.100952 Iteration 6Q: 3 clusters Score -55758.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -55882.187500 Penalty: 680.100952 Iteration 7Q: 3 clusters Score -55882.19 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -55936.101562 Penalty: 680.100952 Iteration 8Q: 3 clusters Score -55936.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -55960.718750 Penalty: 680.100952 Iteration 9Q: 3 clusters Score -55960.72 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -55981.503906 Penalty: 680.100952 Iteration 10Q: 3 clusters Score -55981.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -55993.519531 Penalty: 680.100952 Iteration 11Q: 3 clusters Score -55993.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -55998.027344 Penalty: 680.100952 Iteration 12Q: 3 clusters Score -55998.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -56011.230469 Penalty: 680.100952 Iteration 13Q: 3 clusters Score -56011.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -56029.691406 Penalty: 680.100952 Iteration 14Q: 3 clusters Score -56029.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -56057.046875 Penalty: 680.100952 Iteration 15Q: 3 clusters Score -56057.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -56078.742188 Penalty: 680.100952 Iteration 16Q: 3 clusters Score -56078.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -56090.234375 Penalty: 680.100952 Iteration 17Q: 3 clusters Score -56090.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -56094.015625 Penalty: 680.100952 Iteration 18Q: 3 clusters Score -56094.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -56098.785156 Penalty: 680.100952 Iteration 19Q: 3 clusters Score -56098.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -56100.750000 Penalty: 680.100952 Iteration 20F: 3 clusters Score -56100.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -56105.804688 Penalty: 680.100952 Iteration 21Q: 3 clusters Score -56105.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -56106.597656 Penalty: 680.100952 Iteration 22Q: 3 clusters Score -56106.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -56106.597656 Penalty: 680.100952 Iteration 23F: 3 clusters Score -56106.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3648 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 26574 members Mstep: Class 5 contains 10853 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 4268 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29694 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 11506 members Mstep: Class 16 contains 2487 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7477 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Mstep: Class 23 contains 1351 members Entering Unmasked Estep Score: -4956030.000000 Penalty: 12510.044922 Splitting cluster 14 changes total score from -4955153.500000 to -4956030.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 15 (11506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Entering Unmasked Estep Score: -360194.531250 Penalty: 425.453400 Iteration 0F: 2 clusters Score -360194.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 5690 members Entering Unmasked Estep Score: -352549.375000 Penalty: 850.906799 Iteration 0F: 3 clusters Score -352549.4 nChanged 5384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -356108.437500 Penalty: 850.906799 Iteration 1F: 3 clusters Score -356108.4 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -356541.406250 Penalty: 850.906799 Iteration 2F: 3 clusters Score -356541.4 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -357011.250000 Penalty: 850.906799 Iteration 3F: 3 clusters Score -357011.2 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -357484.437500 Penalty: 850.906799 Iteration 4F: 3 clusters Score -357484.4 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -358001.843750 Penalty: 850.906799 Iteration 5F: 3 clusters Score -358001.8 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -358476.062500 Penalty: 850.906799 Iteration 6Q: 3 clusters Score -358476.1 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -358828.312500 Penalty: 850.906799 Iteration 7Q: 3 clusters Score -358828.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9890 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -359042.125000 Penalty: 850.906799 Iteration 8Q: 3 clusters Score -359042.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -359184.656250 Penalty: 850.906799 Iteration 9Q: 3 clusters Score -359184.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10298 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -359298.906250 Penalty: 850.906799 Iteration 10Q: 3 clusters Score -359298.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -359378.468750 Penalty: 850.906799 Iteration 11Q: 3 clusters Score -359378.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -359449.062500 Penalty: 850.906799 Iteration 12Q: 3 clusters Score -359449.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10708 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -359506.312500 Penalty: 850.906799 Iteration 13Q: 3 clusters Score -359506.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -359559.937500 Penalty: 850.906799 Iteration 14Q: 3 clusters Score -359559.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -359607.156250 Penalty: 850.906799 Iteration 15Q: 3 clusters Score -359607.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10983 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -359645.031250 Penalty: 850.906799 Iteration 16Q: 3 clusters Score -359645 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -359680.656250 Penalty: 850.906799 Iteration 17Q: 3 clusters Score -359680.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11100 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -359705.718750 Penalty: 850.906799 Iteration 18Q: 3 clusters Score -359705.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -359722.531250 Penalty: 850.906799 Iteration 19Q: 3 clusters Score -359722.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -359737.625000 Penalty: 850.906799 Iteration 20F: 3 clusters Score -359737.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11199 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -359750.968750 Penalty: 850.906799 Iteration 21Q: 3 clusters Score -359751 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -359758.968750 Penalty: 850.906799 Iteration 22Q: 3 clusters Score -359759 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11239 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -359763.125000 Penalty: 850.906799 Iteration 23Q: 3 clusters Score -359763.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -359766.843750 Penalty: 850.906799 Iteration 24Q: 3 clusters Score -359766.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11266 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -359771.031250 Penalty: 850.906799 Iteration 25Q: 3 clusters Score -359771 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -359775.531250 Penalty: 850.906799 Iteration 26Q: 3 clusters Score -359775.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -359777.375000 Penalty: 850.906799 Iteration 27Q: 3 clusters Score -359777.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -359782.812500 Penalty: 850.906799 Iteration 28Q: 3 clusters Score -359782.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11307 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -359789.750000 Penalty: 850.906799 Iteration 29Q: 3 clusters Score -359789.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -359795.250000 Penalty: 850.906799 Iteration 30Q: 3 clusters Score -359795.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -359797.000000 Penalty: 850.906799 Iteration 31Q: 3 clusters Score -359797 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11335 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -359797.687500 Penalty: 850.906799 Iteration 32Q: 3 clusters Score -359797.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -359798.781250 Penalty: 850.906799 Iteration 33Q: 3 clusters Score -359798.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -359799.343750 Penalty: 850.906799 Iteration 34Q: 3 clusters Score -359799.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -359801.343750 Penalty: 850.906799 Iteration 35Q: 3 clusters Score -359801.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11348 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -359804.468750 Penalty: 850.906799 Iteration 36Q: 3 clusters Score -359804.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -359805.187500 Penalty: 850.906799 Iteration 37Q: 3 clusters Score -359805.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -359805.937500 Penalty: 850.906799 Iteration 38Q: 3 clusters Score -359805.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11364 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -359808.531250 Penalty: 850.906799 Iteration 39Q: 3 clusters Score -359808.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -359813.125000 Penalty: 850.906799 Iteration 40F: 3 clusters Score -359813.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -359813.843750 Penalty: 850.906799 Iteration 41Q: 3 clusters Score -359813.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11378 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -359814.281250 Penalty: 850.906799 Iteration 42Q: 3 clusters Score -359814.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11380 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -359816.218750 Penalty: 850.906799 Iteration 43Q: 3 clusters Score -359816.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11382 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -359817.656250 Penalty: 850.906799 Iteration 44Q: 3 clusters Score -359817.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11385 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -359819.250000 Penalty: 850.906799 Iteration 45Q: 3 clusters Score -359819.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -359821.906250 Penalty: 850.906799 Iteration 46Q: 3 clusters Score -359821.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -359826.062500 Penalty: 850.906799 Iteration 47Q: 3 clusters Score -359826.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11394 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -359827.656250 Penalty: 850.906799 Iteration 48Q: 3 clusters Score -359827.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -359831.437500 Penalty: 850.906799 Iteration 49Q: 3 clusters Score -359831.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -359832.781250 Penalty: 850.906799 Iteration 50Q: 3 clusters Score -359832.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -359832.625000 Penalty: 850.906799 Iteration 51Q: 3 clusters Score -359832.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -359832.625000 Penalty: 850.906799 Iteration 52F: 3 clusters Score -359832.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Entering Unmasked Estep Score: -69381.765625 Penalty: 355.756866 Iteration 0F: 2 clusters Score -69381.77 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 1275 members Entering Unmasked Estep Score: -67759.164062 Penalty: 711.513733 Iteration 0F: 3 clusters Score -67759.16 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -68861.898438 Penalty: 711.513733 Iteration 1F: 3 clusters Score -68861.9 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -69138.507812 Penalty: 711.513733 Iteration 2F: 3 clusters Score -69138.51 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -69260.015625 Penalty: 711.513733 Iteration 3F: 3 clusters Score -69260.02 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -69324.742188 Penalty: 711.513733 Iteration 4Q: 3 clusters Score -69324.74 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -69363.484375 Penalty: 711.513733 Iteration 5Q: 3 clusters Score -69363.48 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -69393.281250 Penalty: 711.513733 Iteration 6Q: 3 clusters Score -69393.28 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -69405.445312 Penalty: 711.513733 Iteration 7Q: 3 clusters Score -69405.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -69414.132812 Penalty: 711.513733 Iteration 8Q: 3 clusters Score -69414.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -69419.546875 Penalty: 711.513733 Iteration 9Q: 3 clusters Score -69419.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -69423.015625 Penalty: 711.513733 Iteration 10Q: 3 clusters Score -69423.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -69424.562500 Penalty: 711.513733 Iteration 11Q: 3 clusters Score -69424.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -69425.796875 Penalty: 711.513733 Iteration 12Q: 3 clusters Score -69425.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -69427.585938 Penalty: 711.513733 Iteration 13Q: 3 clusters Score -69427.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -69429.000000 Penalty: 711.513733 Iteration 14Q: 3 clusters Score -69429 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -69429.632812 Penalty: 711.513733 Iteration 15Q: 3 clusters Score -69429.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -69429.867188 Penalty: 711.513733 Iteration 16Q: 3 clusters Score -69429.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -69430.031250 Penalty: 711.513733 Iteration 17Q: 3 clusters Score -69430.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -69430.125000 Penalty: 711.513733 Iteration 18Q: 3 clusters Score -69430.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -69430.132812 Penalty: 711.513733 Iteration 19Q: 3 clusters Score -69430.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -69430.132812 Penalty: 711.513733 Iteration 20F: 3 clusters Score -69430.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3648 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 26574 members Mstep: Class 5 contains 10853 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 4268 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29694 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 11506 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 16599 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7477 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Mstep: Class 23 contains 1351 members Mstep: Class 24 contains 2141 members Entering Unmasked Estep Score: -4955886.500000 Penalty: 13053.959961 Splitting cluster 16 changes total score from -4955153.500000 to -4955886.500000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 17 (16599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16599 members Entering Unmasked Estep Score: -554602.875000 Penalty: 442.127930 Iteration 0F: 2 clusters Score -554602.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8263 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -543536.625000 Penalty: 884.255859 Iteration 0F: 3 clusters Score -543536.6 nChanged 7838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 8308 members Entering Unmasked Estep Score: -548610.250000 Penalty: 884.255859 Iteration 1F: 3 clusters Score -548610.2 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -549095.250000 Penalty: 884.255859 Iteration 2F: 3 clusters Score -549095.2 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8698 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -549556.750000 Penalty: 884.255859 Iteration 3F: 3 clusters Score -549556.8 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 7615 members Entering Unmasked Estep Score: -549919.625000 Penalty: 884.255859 Iteration 4F: 3 clusters Score -549919.6 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -550210.000000 Penalty: 884.255859 Iteration 5Q: 3 clusters Score -550210 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -550443.437500 Penalty: 884.255859 Iteration 6Q: 3 clusters Score -550443.4 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -550611.937500 Penalty: 884.255859 Iteration 7Q: 3 clusters Score -550611.9 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9950 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -550732.937500 Penalty: 884.255859 Iteration 8Q: 3 clusters Score -550732.9 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10180 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -550851.500000 Penalty: 884.255859 Iteration 9Q: 3 clusters Score -550851.5 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -550981.062500 Penalty: 884.255859 Iteration 10Q: 3 clusters Score -550981.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -551106.750000 Penalty: 884.255859 Iteration 11Q: 3 clusters Score -551106.8 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -551262.375000 Penalty: 884.255859 Iteration 12Q: 3 clusters Score -551262.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11318 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -551424.937500 Penalty: 884.255859 Iteration 13Q: 3 clusters Score -551424.9 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 4920 members Entering Unmasked Estep Score: -551594.562500 Penalty: 884.255859 Iteration 14Q: 3 clusters Score -551594.6 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -551773.875000 Penalty: 884.255859 Iteration 15Q: 3 clusters Score -551773.9 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -551989.000000 Penalty: 884.255859 Iteration 16Q: 3 clusters Score -551989 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12924 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -552213.875000 Penalty: 884.255859 Iteration 17Q: 3 clusters Score -552213.9 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -552469.250000 Penalty: 884.255859 Iteration 18Q: 3 clusters Score -552469.2 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13834 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -552738.687500 Penalty: 884.255859 Iteration 19Q: 3 clusters Score -552738.7 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -553042.750000 Penalty: 884.255859 Iteration 20F: 3 clusters Score -553042.8 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14703 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -553355.437500 Penalty: 884.255859 Iteration 21Q: 3 clusters Score -553355.4 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -553661.125000 Penalty: 884.255859 Iteration 22Q: 3 clusters Score -553661.1 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15366 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -553919.687500 Penalty: 884.255859 Iteration 23Q: 3 clusters Score -553919.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15564 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -554147.875000 Penalty: 884.255859 Iteration 24Q: 3 clusters Score -554147.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15673 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -554299.312500 Penalty: 884.255859 Iteration 25Q: 3 clusters Score -554299.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15722 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -554358.562500 Penalty: 884.255859 Iteration 26Q: 3 clusters Score -554358.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15743 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -554399.812500 Penalty: 884.255859 Iteration 27Q: 3 clusters Score -554399.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -554431.437500 Penalty: 884.255859 Iteration 28Q: 3 clusters Score -554431.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15781 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -554453.937500 Penalty: 884.255859 Iteration 29Q: 3 clusters Score -554453.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15809 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -554474.687500 Penalty: 884.255859 Iteration 30Q: 3 clusters Score -554474.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -554483.062500 Penalty: 884.255859 Iteration 31Q: 3 clusters Score -554483.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -554489.062500 Penalty: 884.255859 Iteration 32Q: 3 clusters Score -554489.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -554502.875000 Penalty: 884.255859 Iteration 33Q: 3 clusters Score -554502.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15874 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -554514.750000 Penalty: 884.255859 Iteration 34Q: 3 clusters Score -554514.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -554525.750000 Penalty: 884.255859 Iteration 35Q: 3 clusters Score -554525.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -554541.687500 Penalty: 884.255859 Iteration 36Q: 3 clusters Score -554541.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15934 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -554564.500000 Penalty: 884.255859 Iteration 37Q: 3 clusters Score -554564.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15950 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -554589.062500 Penalty: 884.255859 Iteration 38Q: 3 clusters Score -554589.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15973 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -554610.875000 Penalty: 884.255859 Iteration 39Q: 3 clusters Score -554610.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -554623.875000 Penalty: 884.255859 Iteration 40F: 3 clusters Score -554623.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15993 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -554639.687500 Penalty: 884.255859 Iteration 41Q: 3 clusters Score -554639.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16008 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -554664.812500 Penalty: 884.255859 Iteration 42Q: 3 clusters Score -554664.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -554682.812500 Penalty: 884.255859 Iteration 43Q: 3 clusters Score -554682.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -554692.437500 Penalty: 884.255859 Iteration 44Q: 3 clusters Score -554692.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -554697.375000 Penalty: 884.255859 Iteration 45Q: 3 clusters Score -554697.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -554699.062500 Penalty: 884.255859 Iteration 46Q: 3 clusters Score -554699.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16017 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -554702.250000 Penalty: 884.255859 Iteration 47Q: 3 clusters Score -554702.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -554704.187500 Penalty: 884.255859 Iteration 48Q: 3 clusters Score -554704.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -554703.937500 Penalty: 884.255859 Iteration 49Q: 3 clusters Score -554703.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -554703.625000 Penalty: 884.255859 Iteration 50Q: 3 clusters Score -554703.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -554703.937500 Penalty: 884.255859 Iteration 51Q: 3 clusters Score -554703.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16023 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -554703.937500 Penalty: 884.255859 Iteration 52F: 3 clusters Score -554703.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3648 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 26574 members Mstep: Class 5 contains 10853 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 4268 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29694 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 11506 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 16023 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7477 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 7576 members Mstep: Class 23 contains 1351 members Mstep: Class 24 contains 2141 members Mstep: Class 25 contains 576 members Entering Unmasked Estep Score: -4955896.000000 Penalty: 13597.875000 Splitting cluster 17 changes total score from -4955153.500000 to -4955896.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 18 (1403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Entering Unmasked Estep Score: -50809.378906 Penalty: 329.709747 Iteration 0F: 2 clusters Score -50809.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -49728.933594 Penalty: 659.419495 Iteration 0F: 3 clusters Score -49728.93 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -50015.367188 Penalty: 659.419495 Iteration 1F: 3 clusters Score -50015.37 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -50070.222656 Penalty: 659.419495 Iteration 2F: 3 clusters Score -50070.22 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -50126.578125 Penalty: 659.419495 Iteration 3F: 3 clusters Score -50126.58 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -50175.871094 Penalty: 659.419495 Iteration 4F: 3 clusters Score -50175.87 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -50212.851562 Penalty: 659.419495 Iteration 5F: 3 clusters Score -50212.85 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -50245.738281 Penalty: 659.419495 Iteration 6Q: 3 clusters Score -50245.74 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -50280.101562 Penalty: 659.419495 Iteration 7Q: 3 clusters Score -50280.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -50317.000000 Penalty: 659.419495 Iteration 8Q: 3 clusters Score -50317 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -50342.902344 Penalty: 659.419495 Iteration 9Q: 3 clusters Score -50342.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -50370.394531 Penalty: 659.419495 Iteration 10Q: 3 clusters Score -50370.39 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -50406.144531 Penalty: 659.419495 Iteration 11Q: 3 clusters Score -50406.14 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -50432.921875 Penalty: 659.419495 Iteration 12Q: 3 clusters Score -50432.92 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -50465.738281 Penalty: 659.419495 Iteration 13Q: 3 clusters Score -50465.74 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -50488.769531 Penalty: 659.419495 Iteration 14Q: 3 clusters Score -50488.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -50513.890625 Penalty: 659.419495 Iteration 15Q: 3 clusters Score -50513.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -50531.218750 Penalty: 659.419495 Iteration 16Q: 3 clusters Score -50531.22 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -50541.929688 Penalty: 659.419495 Iteration 17Q: 3 clusters Score -50541.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -50548.351562 Penalty: 659.419495 Iteration 18Q: 3 clusters Score -50548.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -50554.296875 Penalty: 659.419495 Iteration 19Q: 3 clusters Score -50554.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -50563.832031 Penalty: 659.419495 Iteration 20F: 3 clusters Score -50563.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -50571.378906 Penalty: 659.419495 Iteration 21Q: 3 clusters Score -50571.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -50578.808594 Penalty: 659.419495 Iteration 22Q: 3 clusters Score -50578.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -50583.351562 Penalty: 659.419495 Iteration 23Q: 3 clusters Score -50583.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -50585.476562 Penalty: 659.419495 Iteration 24Q: 3 clusters Score -50585.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -50590.105469 Penalty: 659.419495 Iteration 25Q: 3 clusters Score -50590.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -50592.101562 Penalty: 659.419495 Iteration 26Q: 3 clusters Score -50592.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -50595.777344 Penalty: 659.419495 Iteration 27Q: 3 clusters Score -50595.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -50597.332031 Penalty: 659.419495 Iteration 28Q: 3 clusters Score -50597.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -50599.398438 Penalty: 659.419495 Iteration 29Q: 3 clusters Score -50599.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -50599.398438 Penalty: 659.419495 Iteration 30F: 3 clusters Score -50599.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Entering Unmasked Estep Score: -275415.593750 Penalty: 405.841217 Iteration 0F: 2 clusters Score -275415.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -270426.656250 Penalty: 811.682434 Iteration 0F: 3 clusters Score -270426.7 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -272342.593750 Penalty: 811.682434 Iteration 1F: 3 clusters Score -272342.6 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -272462.843750 Penalty: 811.682434 Iteration 2Q: 3 clusters Score -272462.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -272572.125000 Penalty: 811.682434 Iteration 3Q: 3 clusters Score -272572.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -272678.343750 Penalty: 811.682434 Iteration 4Q: 3 clusters Score -272678.3 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -272804.218750 Penalty: 811.682434 Iteration 5Q: 3 clusters Score -272804.2 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -272967.562500 Penalty: 811.682434 Iteration 6Q: 3 clusters Score -272967.6 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -273173.781250 Penalty: 811.682434 Iteration 7Q: 3 clusters Score -273173.8 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -273368.968750 Penalty: 811.682434 Iteration 8Q: 3 clusters Score -273369 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -273553.375000 Penalty: 811.682434 Iteration 9Q: 3 clusters Score -273553.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -273760.375000 Penalty: 811.682434 Iteration 10Q: 3 clusters Score -273760.4 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -273981.156250 Penalty: 811.682434 Iteration 11Q: 3 clusters Score -273981.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -274159.250000 Penalty: 811.682434 Iteration 12Q: 3 clusters Score -274159.2 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6087 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -274338.156250 Penalty: 811.682434 Iteration 13Q: 3 clusters Score -274338.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -274495.968750 Penalty: 811.682434 Iteration 14Q: 3 clusters Score -274496 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -274632.687500 Penalty: 811.682434 Iteration 15Q: 3 clusters Score -274632.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -274732.187500 Penalty: 811.682434 Iteration 16Q: 3 clusters Score -274732.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -274801.093750 Penalty: 811.682434 Iteration 17Q: 3 clusters Score -274801.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -274862.187500 Penalty: 811.682434 Iteration 18Q: 3 clusters Score -274862.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -274911.000000 Penalty: 811.682434 Iteration 19Q: 3 clusters Score -274911 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -274946.156250 Penalty: 811.682434 Iteration 20F: 3 clusters Score -274946.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -274982.687500 Penalty: 811.682434 Iteration 21Q: 3 clusters Score -274982.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -275019.156250 Penalty: 811.682434 Iteration 22Q: 3 clusters Score -275019.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -275043.625000 Penalty: 811.682434 Iteration 23Q: 3 clusters Score -275043.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7136 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -275060.875000 Penalty: 811.682434 Iteration 24Q: 3 clusters Score -275060.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -275072.718750 Penalty: 811.682434 Iteration 25Q: 3 clusters Score -275072.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7166 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -275079.656250 Penalty: 811.682434 Iteration 26Q: 3 clusters Score -275079.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -275087.000000 Penalty: 811.682434 Iteration 27Q: 3 clusters Score -275087 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -275098.156250 Penalty: 811.682434 Iteration 28Q: 3 clusters Score -275098.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -275104.562500 Penalty: 811.682434 Iteration 29Q: 3 clusters Score -275104.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -275105.500000 Penalty: 811.682434 Iteration 30Q: 3 clusters Score -275105.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -275105.843750 Penalty: 811.682434 Iteration 31Q: 3 clusters Score -275105.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -275106.156250 Penalty: 811.682434 Iteration 32Q: 3 clusters Score -275106.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7216 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -275106.562500 Penalty: 811.682434 Iteration 33Q: 3 clusters Score -275106.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7217 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -275106.750000 Penalty: 811.682434 Iteration 34Q: 3 clusters Score -275106.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -275106.937500 Penalty: 811.682434 Iteration 35Q: 3 clusters Score -275106.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -275106.937500 Penalty: 811.682434 Iteration 36F: 3 clusters Score -275106.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Entering Unmasked Estep Score: -40862.542969 Penalty: 327.517365 Iteration 0F: 2 clusters Score -40862.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -39840.433594 Penalty: 655.034729 Iteration 0F: 3 clusters Score -39840.43 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -40213.585938 Penalty: 655.034729 Iteration 1F: 3 clusters Score -40213.59 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -40300.101562 Penalty: 655.034729 Iteration 2F: 3 clusters Score -40300.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -40387.914062 Penalty: 655.034729 Iteration 3F: 3 clusters Score -40387.91 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -40433.171875 Penalty: 655.034729 Iteration 4F: 3 clusters Score -40433.17 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -40461.839844 Penalty: 655.034729 Iteration 5Q: 3 clusters Score -40461.84 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -40480.199219 Penalty: 655.034729 Iteration 6Q: 3 clusters Score -40480.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -40489.898438 Penalty: 655.034729 Iteration 7Q: 3 clusters Score -40489.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -40500.304688 Penalty: 655.034729 Iteration 8Q: 3 clusters Score -40500.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -40510.609375 Penalty: 655.034729 Iteration 9Q: 3 clusters Score -40510.61 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -40521.960938 Penalty: 655.034729 Iteration 10Q: 3 clusters Score -40521.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -40530.039062 Penalty: 655.034729 Iteration 11Q: 3 clusters Score -40530.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -40536.746094 Penalty: 655.034729 Iteration 12Q: 3 clusters Score -40536.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -40540.968750 Penalty: 655.034729 Iteration 13Q: 3 clusters Score -40540.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -40543.214844 Penalty: 655.034729 Iteration 14Q: 3 clusters Score -40543.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -40544.082031 Penalty: 655.034729 Iteration 15Q: 3 clusters Score -40544.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -40544.824219 Penalty: 655.034729 Iteration 16Q: 3 clusters Score -40544.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -40546.093750 Penalty: 655.034729 Iteration 17Q: 3 clusters Score -40546.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -40547.140625 Penalty: 655.034729 Iteration 18Q: 3 clusters Score -40547.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -40547.761719 Penalty: 655.034729 Iteration 19Q: 3 clusters Score -40547.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -40547.761719 Penalty: 655.034729 Iteration 20F: 3 clusters Score -40547.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Entering Unmasked Estep Score: -48384.527344 Penalty: 335.316833 Iteration 0F: 2 clusters Score -48384.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -47236.949219 Penalty: 670.633667 Iteration 0F: 3 clusters Score -47236.95 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -47785.082031 Penalty: 670.633667 Iteration 1F: 3 clusters Score -47785.08 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -48021.210938 Penalty: 670.633667 Iteration 2F: 3 clusters Score -48021.21 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -48200.617188 Penalty: 670.633667 Iteration 3F: 3 clusters Score -48200.62 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -48309.574219 Penalty: 670.633667 Iteration 4F: 3 clusters Score -48309.57 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -48363.941406 Penalty: 670.633667 Iteration 5Q: 3 clusters Score -48363.94 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -48404.332031 Penalty: 670.633667 Iteration 6Q: 3 clusters Score -48404.33 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -48437.816406 Penalty: 670.633667 Iteration 7Q: 3 clusters Score -48437.82 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -48461.230469 Penalty: 670.633667 Iteration 8Q: 3 clusters Score -48461.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -48476.664062 Penalty: 670.633667 Iteration 9Q: 3 clusters Score -48476.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -48490.039062 Penalty: 670.633667 Iteration 10Q: 3 clusters Score -48490.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -48499.210938 Penalty: 670.633667 Iteration 11Q: 3 clusters Score -48499.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -48506.109375 Penalty: 670.633667 Iteration 12Q: 3 clusters Score -48506.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -48509.269531 Penalty: 670.633667 Iteration 13Q: 3 clusters Score -48509.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -48509.535156 Penalty: 670.633667 Iteration 14Q: 3 clusters Score -48509.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48509.839844 Penalty: 670.633667 Iteration 15Q: 3 clusters Score -48509.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48509.839844 Penalty: 670.633667 Iteration 16F: 3 clusters Score -48509.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3648 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 26574 members Mstep: Class 5 contains 10853 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 4268 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29694 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 11506 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 16023 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7477 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 1394 members Mstep: Class 22 contains 7576 members Mstep: Class 23 contains 1351 members Mstep: Class 24 contains 2141 members Mstep: Class 25 contains 576 members Mstep: Class 26 contains 193 members Entering Unmasked Estep Score: -4955810.000000 Penalty: 14141.790039 Splitting cluster 21 changes total score from -4955153.500000 to -4955810.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 22 (7576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Entering Unmasked Estep Score: -277698.312500 Penalty: 406.439667 Iteration 0F: 2 clusters Score -277698.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -272638.468750 Penalty: 812.879333 Iteration 0F: 3 clusters Score -272638.5 nChanged 3544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -274717.500000 Penalty: 812.879333 Iteration 1F: 3 clusters Score -274717.5 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -275006.250000 Penalty: 812.879333 Iteration 2F: 3 clusters Score -275006.2 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -275404.937500 Penalty: 812.879333 Iteration 3F: 3 clusters Score -275404.9 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -275843.062500 Penalty: 812.879333 Iteration 4F: 3 clusters Score -275843.1 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -276264.968750 Penalty: 812.879333 Iteration 5F: 3 clusters Score -276265 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -276603.468750 Penalty: 812.879333 Iteration 6F: 3 clusters Score -276603.5 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6124 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -276836.531250 Penalty: 812.879333 Iteration 7Q: 3 clusters Score -276836.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -277005.812500 Penalty: 812.879333 Iteration 8Q: 3 clusters Score -277005.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -277136.812500 Penalty: 812.879333 Iteration 9Q: 3 clusters Score -277136.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -277230.500000 Penalty: 812.879333 Iteration 10Q: 3 clusters Score -277230.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -277301.250000 Penalty: 812.879333 Iteration 11Q: 3 clusters Score -277301.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -277345.406250 Penalty: 812.879333 Iteration 12Q: 3 clusters Score -277345.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -277385.968750 Penalty: 812.879333 Iteration 13Q: 3 clusters Score -277386 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -277416.781250 Penalty: 812.879333 Iteration 14Q: 3 clusters Score -277416.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -277442.687500 Penalty: 812.879333 Iteration 15Q: 3 clusters Score -277442.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -277454.437500 Penalty: 812.879333 Iteration 16Q: 3 clusters Score -277454.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7169 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -277457.968750 Penalty: 812.879333 Iteration 17Q: 3 clusters Score -277458 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -277463.312500 Penalty: 812.879333 Iteration 18Q: 3 clusters Score -277463.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -277469.375000 Penalty: 812.879333 Iteration 19Q: 3 clusters Score -277469.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -277472.250000 Penalty: 812.879333 Iteration 20F: 3 clusters Score -277472.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -277474.031250 Penalty: 812.879333 Iteration 21Q: 3 clusters Score -277474 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -277475.062500 Penalty: 812.879333 Iteration 22Q: 3 clusters Score -277475.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -277475.468750 Penalty: 812.879333 Iteration 23Q: 3 clusters Score -277475.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -277475.843750 Penalty: 812.879333 Iteration 24Q: 3 clusters Score -277475.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -277476.031250 Penalty: 812.879333 Iteration 25Q: 3 clusters Score -277476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -277476.062500 Penalty: 812.879333 Iteration 26Q: 3 clusters Score -277476.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -277476.062500 Penalty: 812.879333 Iteration 27F: 3 clusters Score -277476.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3648 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 26574 members Mstep: Class 5 contains 10853 members Mstep: Class 6 contains 5947 members Mstep: Class 7 contains 921 members Mstep: Class 8 contains 4268 members Mstep: Class 9 contains 1089 members Mstep: Class 10 contains 2101 members Mstep: Class 11 contains 2571 members Mstep: Class 12 contains 29694 members Mstep: Class 13 contains 13808 members Mstep: Class 14 contains 410 members Mstep: Class 15 contains 11506 members Mstep: Class 16 contains 346 members Mstep: Class 17 contains 16023 members Mstep: Class 18 contains 1403 members Mstep: Class 19 contains 7477 members Mstep: Class 20 contains 1337 members Mstep: Class 21 contains 1394 members Mstep: Class 22 contains 7576 members Entering Unmasked Estep ConsiderDeletion Score: -4956260.500000 Penalty: 14141.790039 Iteration 79Q: 27 clusters Score -4956260 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3609 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 26701 members Mstep: Class 5 contains 10859 members Mstep: Class 6 contains 5991 members Mstep: Class 7 contains 923 members Mstep: Class 8 contains 4230 members Mstep: Class 9 contains 1073 members Mstep: Class 10 contains 2087 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 29687 members Mstep: Class 13 contains 13801 members Mstep: Class 14 contains 427 members Mstep: Class 15 contains 11503 members Mstep: Class 16 contains 348 members Mstep: Class 17 contains 15922 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7520 members Mstep: Class 20 contains 1343 members Mstep: Class 21 contains 1481 members Mstep: Class 22 contains 7558 members Mstep: Class 23 contains 1278 members Mstep: Class 24 contains 2100 members Mstep: Class 25 contains 586 members Mstep: Class 26 contains 197 members Entering Unmasked Estep ConsiderDeletion Score: -4956691.500000 Penalty: 14141.790039 Iteration 80F: 27 clusters Score -4956692 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 3568 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 26823 members Mstep: Class 5 contains 10852 members Mstep: Class 6 contains 6019 members Mstep: Class 7 contains 920 members Mstep: Class 8 contains 4197 members Mstep: Class 9 contains 1057 members Mstep: Class 10 contains 2075 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29681 members Mstep: Class 13 contains 13794 members Mstep: Class 14 contains 434 members Mstep: Class 15 contains 11411 members Mstep: Class 16 contains 357 members Mstep: Class 17 contains 15827 members Mstep: Class 18 contains 1401 members Mstep: Class 19 contains 7564 members Mstep: Class 20 contains 1349 members Mstep: Class 21 contains 1574 members Mstep: Class 22 contains 7548 members Mstep: Class 23 contains 1251 members Mstep: Class 24 contains 2142 members Mstep: Class 25 contains 586 members Mstep: Class 26 contains 204 members Entering Unmasked Estep ConsiderDeletion Score: -4956875.000000 Penalty: 14141.790039 Iteration 81Q: 27 clusters Score -4956875 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3528 members Mstep: Class 3 contains 1317 members Mstep: Class 4 contains 26930 members Mstep: Class 5 contains 10846 members Mstep: Class 6 contains 6037 members Mstep: Class 7 contains 916 members Mstep: Class 8 contains 4164 members Mstep: Class 9 contains 1035 members Mstep: Class 10 contains 2071 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29680 members Mstep: Class 13 contains 13785 members Mstep: Class 14 contains 440 members Mstep: Class 15 contains 11333 members Mstep: Class 16 contains 369 members Mstep: Class 17 contains 15743 members Mstep: Class 18 contains 1401 members Mstep: Class 19 contains 7602 members Mstep: Class 20 contains 1354 members Mstep: Class 21 contains 1646 members Mstep: Class 22 contains 7544 members Mstep: Class 23 contains 1236 members Mstep: Class 24 contains 2173 members Mstep: Class 25 contains 585 members Mstep: Class 26 contains 213 members Entering Unmasked Estep ConsiderDeletion Score: -4956978.500000 Penalty: 14141.790039 Iteration 82Q: 27 clusters Score -4956978 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 3479 members Mstep: Class 3 contains 1314 members Mstep: Class 4 contains 27033 members Mstep: Class 5 contains 10834 members Mstep: Class 6 contains 6051 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 4137 members Mstep: Class 9 contains 1023 members Mstep: Class 10 contains 2060 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29678 members Mstep: Class 13 contains 13777 members Mstep: Class 14 contains 447 members Mstep: Class 15 contains 11267 members Mstep: Class 16 contains 375 members Mstep: Class 17 contains 15674 members Mstep: Class 18 contains 1402 members Mstep: Class 19 contains 7645 members Mstep: Class 20 contains 1359 members Mstep: Class 21 contains 1706 members Mstep: Class 22 contains 7541 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 2203 members Mstep: Class 25 contains 581 members Mstep: Class 26 contains 227 members Entering Unmasked Estep ConsiderDeletion Score: -4957068.000000 Penalty: 14141.790039 Iteration 83Q: 27 clusters Score -4957068 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3427 members Mstep: Class 3 contains 1310 members Mstep: Class 4 contains 27129 members Mstep: Class 5 contains 10827 members Mstep: Class 6 contains 6056 members Mstep: Class 7 contains 915 members Mstep: Class 8 contains 4115 members Mstep: Class 9 contains 1011 members Mstep: Class 10 contains 2057 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29675 members Mstep: Class 13 contains 13763 members Mstep: Class 14 contains 451 members Mstep: Class 15 contains 11207 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 15609 members Mstep: Class 18 contains 1404 members Mstep: Class 19 contains 7694 members Mstep: Class 20 contains 1366 members Mstep: Class 21 contains 1761 members Mstep: Class 22 contains 7538 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2226 members Mstep: Class 25 contains 578 members Mstep: Class 26 contains 243 members Entering Unmasked Estep ConsiderDeletion Score: -4957121.500000 Penalty: 14141.790039 Iteration 84Q: 27 clusters Score -4957122 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 3383 members Mstep: Class 3 contains 1309 members Mstep: Class 4 contains 27224 members Mstep: Class 5 contains 10821 members Mstep: Class 6 contains 6052 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 4078 members Mstep: Class 9 contains 1004 members Mstep: Class 10 contains 2060 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29674 members Mstep: Class 13 contains 13756 members Mstep: Class 14 contains 454 members Mstep: Class 15 contains 11147 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 15551 members Mstep: Class 18 contains 1407 members Mstep: Class 19 contains 7732 members Mstep: Class 20 contains 1366 members Mstep: Class 21 contains 1806 members Mstep: Class 22 contains 7535 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2251 members Mstep: Class 25 contains 578 members Mstep: Class 26 contains 260 members Entering Unmasked Estep ConsiderDeletion Score: -4957172.500000 Penalty: 14141.790039 Iteration 85Q: 27 clusters Score -4957172 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3347 members Mstep: Class 3 contains 1308 members Mstep: Class 4 contains 27324 members Mstep: Class 5 contains 10816 members Mstep: Class 6 contains 6045 members Mstep: Class 7 contains 918 members Mstep: Class 8 contains 4031 members Mstep: Class 9 contains 995 members Mstep: Class 10 contains 2060 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29670 members Mstep: Class 13 contains 13753 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 11090 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 15501 members Mstep: Class 18 contains 1406 members Mstep: Class 19 contains 7771 members Mstep: Class 20 contains 1368 members Mstep: Class 21 contains 1840 members Mstep: Class 22 contains 7535 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2277 members Mstep: Class 25 contains 575 members Mstep: Class 26 contains 278 members Entering Unmasked Estep ConsiderDeletion Score: -4957214.500000 Penalty: 14141.790039 Iteration 86Q: 27 clusters Score -4957214 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3308 members Mstep: Class 3 contains 1306 members Mstep: Class 4 contains 27419 members Mstep: Class 5 contains 10815 members Mstep: Class 6 contains 6044 members Mstep: Class 7 contains 917 members Mstep: Class 8 contains 3992 members Mstep: Class 9 contains 988 members Mstep: Class 10 contains 2064 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29667 members Mstep: Class 13 contains 13747 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 11040 members Mstep: Class 16 contains 380 members Mstep: Class 17 contains 15457 members Mstep: Class 18 contains 1408 members Mstep: Class 19 contains 7806 members Mstep: Class 20 contains 1368 members Mstep: Class 21 contains 1870 members Mstep: Class 22 contains 7534 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2295 members Mstep: Class 25 contains 575 members Mstep: Class 26 contains 290 members Entering Unmasked Estep ConsiderDeletion Score: -4957268.000000 Penalty: 14141.790039 Iteration 87Q: 27 clusters Score -4957268 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3262 members Mstep: Class 3 contains 1304 members Mstep: Class 4 contains 27507 members Mstep: Class 5 contains 10808 members Mstep: Class 6 contains 6045 members Mstep: Class 7 contains 916 members Mstep: Class 8 contains 3964 members Mstep: Class 9 contains 979 members Mstep: Class 10 contains 2068 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 29667 members Mstep: Class 13 contains 13744 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 10983 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 15415 members Mstep: Class 18 contains 1414 members Mstep: Class 19 contains 7848 members Mstep: Class 20 contains 1370 members Mstep: Class 21 contains 1896 members Mstep: Class 22 contains 7533 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2309 members Mstep: Class 25 contains 578 members Mstep: Class 26 contains 298 members Entering Unmasked Estep ConsiderDeletion Score: -4957290.500000 Penalty: 14141.790039 Iteration 88Q: 27 clusters Score -4957290 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3221 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 27579 members Mstep: Class 5 contains 10801 members Mstep: Class 6 contains 6040 members Mstep: Class 7 contains 915 members Mstep: Class 8 contains 3951 members Mstep: Class 9 contains 973 members Mstep: Class 10 contains 2071 members Mstep: Class 11 contains 2573 members Mstep: Class 12 contains 29669 members Mstep: Class 13 contains 13737 members Mstep: Class 14 contains 462 members Mstep: Class 15 contains 10930 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 15380 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 7890 members Mstep: Class 20 contains 1368 members Mstep: Class 21 contains 1917 members Mstep: Class 22 contains 7534 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2323 members Mstep: Class 25 contains 578 members Mstep: Class 26 contains 305 members Entering Unmasked Estep ConsiderDeletion Score: -4957318.500000 Penalty: 14141.790039 Iteration 89Q: 27 clusters Score -4957318 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3174 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 27631 members Mstep: Class 5 contains 10797 members Mstep: Class 6 contains 6040 members Mstep: Class 7 contains 915 members Mstep: Class 8 contains 3949 members Mstep: Class 9 contains 964 members Mstep: Class 10 contains 2068 members Mstep: Class 11 contains 2574 members Mstep: Class 12 contains 29668 members Mstep: Class 13 contains 13733 members Mstep: Class 14 contains 461 members Mstep: Class 15 contains 10890 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 15358 members Mstep: Class 18 contains 1423 members Mstep: Class 19 contains 7938 members Mstep: Class 20 contains 1369 members Mstep: Class 21 contains 1930 members Mstep: Class 22 contains 7534 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2329 members Mstep: Class 25 contains 579 members Mstep: Class 26 contains 310 members Entering Unmasked Estep ConsiderDeletion Score: -4957314.500000 Penalty: 14141.790039 Iteration 90Q: 27 clusters Score -4957314 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3139 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 27674 members Mstep: Class 5 contains 10795 members Mstep: Class 6 contains 6040 members Mstep: Class 7 contains 914 members Mstep: Class 8 contains 3950 members Mstep: Class 9 contains 960 members Mstep: Class 10 contains 2063 members Mstep: Class 11 contains 2574 members Mstep: Class 12 contains 29665 members Mstep: Class 13 contains 13730 members Mstep: Class 14 contains 459 members Mstep: Class 15 contains 10845 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 15339 members Mstep: Class 18 contains 1422 members Mstep: Class 19 contains 7989 members Mstep: Class 20 contains 1367 members Mstep: Class 21 contains 1942 members Mstep: Class 22 contains 7535 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2334 members Mstep: Class 25 contains 585 members Mstep: Class 26 contains 313 members Entering Unmasked Estep ConsiderDeletion Score: -4957330.500000 Penalty: 14141.790039 Iteration 91Q: 27 clusters Score -4957330 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 3102 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 27729 members Mstep: Class 5 contains 10790 members Mstep: Class 6 contains 6038 members Mstep: Class 7 contains 913 members Mstep: Class 8 contains 3939 members Mstep: Class 9 contains 959 members Mstep: Class 10 contains 2063 members Mstep: Class 11 contains 2575 members Mstep: Class 12 contains 29667 members Mstep: Class 13 contains 13725 members Mstep: Class 14 contains 459 members Mstep: Class 15 contains 10799 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 15325 members Mstep: Class 18 contains 1425 members Mstep: Class 19 contains 8030 members Mstep: Class 20 contains 1367 members Mstep: Class 21 contains 1947 members Mstep: Class 22 contains 7536 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2342 members Mstep: Class 25 contains 590 members Mstep: Class 26 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -4957346.000000 Penalty: 14141.790039 Iteration 92Q: 27 clusters Score -4957346 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 3063 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 27791 members Mstep: Class 5 contains 10782 members Mstep: Class 6 contains 6038 members Mstep: Class 7 contains 913 members Mstep: Class 8 contains 3927 members Mstep: Class 9 contains 956 members Mstep: Class 10 contains 2059 members Mstep: Class 11 contains 2575 members Mstep: Class 12 contains 29664 members Mstep: Class 13 contains 13721 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 10758 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 15313 members Mstep: Class 18 contains 1428 members Mstep: Class 19 contains 8071 members Mstep: Class 20 contains 1368 members Mstep: Class 21 contains 1953 members Mstep: Class 22 contains 7534 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2352 members Mstep: Class 25 contains 595 members Mstep: Class 26 contains 311 members Entering Unmasked Estep ConsiderDeletion Score: -4957363.500000 Penalty: 14141.790039 Iteration 93Q: 27 clusters Score -4957364 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 3025 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 27845 members Mstep: Class 5 contains 10771 members Mstep: Class 6 contains 6036 members Mstep: Class 7 contains 913 members Mstep: Class 8 contains 3906 members Mstep: Class 9 contains 957 members Mstep: Class 10 contains 2062 members Mstep: Class 11 contains 2575 members Mstep: Class 12 contains 29665 members Mstep: Class 13 contains 13713 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 10731 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 15306 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8109 members Mstep: Class 20 contains 1371 members Mstep: Class 21 contains 1958 members Mstep: Class 22 contains 7533 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2361 members Mstep: Class 25 contains 596 members Mstep: Class 26 contains 311 members Entering Unmasked Estep ConsiderDeletion Score: -4957383.000000 Penalty: 14141.790039 Iteration 94Q: 27 clusters Score -4957383 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2984 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 27900 members Mstep: Class 5 contains 10765 members Mstep: Class 6 contains 6035 members Mstep: Class 7 contains 911 members Mstep: Class 8 contains 3888 members Mstep: Class 9 contains 954 members Mstep: Class 10 contains 2059 members Mstep: Class 11 contains 2574 members Mstep: Class 12 contains 29668 members Mstep: Class 13 contains 13704 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 10706 members Mstep: Class 16 contains 382 members Mstep: Class 17 contains 15300 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8150 members Mstep: Class 20 contains 1373 members Mstep: Class 21 contains 1963 members Mstep: Class 22 contains 7533 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2369 members Mstep: Class 25 contains 597 members Mstep: Class 26 contains 311 members Entering Unmasked Estep ConsiderDeletion Score: -4957418.500000 Penalty: 14141.790039 Iteration 95Q: 27 clusters Score -4957418 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2925 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 27944 members Mstep: Class 5 contains 10760 members Mstep: Class 6 contains 6032 members Mstep: Class 7 contains 908 members Mstep: Class 8 contains 3870 members Mstep: Class 9 contains 949 members Mstep: Class 10 contains 2058 members Mstep: Class 11 contains 2572 members Mstep: Class 12 contains 29667 members Mstep: Class 13 contains 13703 members Mstep: Class 14 contains 459 members Mstep: Class 15 contains 10686 members Mstep: Class 16 contains 384 members Mstep: Class 17 contains 15290 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8213 members Mstep: Class 20 contains 1373 members Mstep: Class 21 contains 1969 members Mstep: Class 22 contains 7534 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2376 members Mstep: Class 25 contains 600 members Mstep: Class 26 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -4957443.500000 Penalty: 14141.790039 Iteration 96Q: 27 clusters Score -4957444 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2881 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 27979 members Mstep: Class 5 contains 10759 members Mstep: Class 6 contains 6030 members Mstep: Class 7 contains 909 members Mstep: Class 8 contains 3857 members Mstep: Class 9 contains 943 members Mstep: Class 10 contains 2054 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 29666 members Mstep: Class 13 contains 13703 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10668 members Mstep: Class 16 contains 384 members Mstep: Class 17 contains 15281 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8258 members Mstep: Class 20 contains 1374 members Mstep: Class 21 contains 1977 members Mstep: Class 22 contains 7536 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2384 members Mstep: Class 25 contains 602 members Mstep: Class 26 contains 310 members Entering Unmasked Estep ConsiderDeletion Score: -4957464.500000 Penalty: 14141.790039 Iteration 97Q: 27 clusters Score -4957464 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2848 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 28024 members Mstep: Class 5 contains 10754 members Mstep: Class 6 contains 6027 members Mstep: Class 7 contains 909 members Mstep: Class 8 contains 3840 members Mstep: Class 9 contains 942 members Mstep: Class 10 contains 2046 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29663 members Mstep: Class 13 contains 13700 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10647 members Mstep: Class 16 contains 384 members Mstep: Class 17 contains 15273 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8298 members Mstep: Class 20 contains 1375 members Mstep: Class 21 contains 1986 members Mstep: Class 22 contains 7537 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2395 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 307 members Entering Unmasked Estep ConsiderDeletion Score: -4957468.500000 Penalty: 14141.790039 Iteration 98Q: 27 clusters Score -4957468 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2797 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 28058 members Mstep: Class 5 contains 10750 members Mstep: Class 6 contains 6026 members Mstep: Class 7 contains 908 members Mstep: Class 8 contains 3826 members Mstep: Class 9 contains 945 members Mstep: Class 10 contains 2040 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29660 members Mstep: Class 13 contains 13696 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10635 members Mstep: Class 16 contains 383 members Mstep: Class 17 contains 15270 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8356 members Mstep: Class 20 contains 1373 members Mstep: Class 21 contains 1991 members Mstep: Class 22 contains 7538 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2403 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 304 members Entering Unmasked Estep ConsiderDeletion Score: -4957526.000000 Penalty: 14141.790039 Iteration 99Q: 27 clusters Score -4957526 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2753 members Mstep: Class 3 contains 1304 members Mstep: Class 4 contains 28088 members Mstep: Class 5 contains 10750 members Mstep: Class 6 contains 6027 members Mstep: Class 7 contains 906 members Mstep: Class 8 contains 3815 members Mstep: Class 9 contains 939 members Mstep: Class 10 contains 2034 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29660 members Mstep: Class 13 contains 13689 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10626 members Mstep: Class 16 contains 384 members Mstep: Class 17 contains 15267 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8396 members Mstep: Class 20 contains 1380 members Mstep: Class 21 contains 1993 members Mstep: Class 22 contains 7539 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2406 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 304 members Entering Unmasked Estep ConsiderDeletion Score: -4957555.500000 Penalty: 14141.790039 Iteration 100F: 27 clusters Score -4957556 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2724 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 28106 members Mstep: Class 5 contains 10749 members Mstep: Class 6 contains 6025 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 3803 members Mstep: Class 9 contains 936 members Mstep: Class 10 contains 2035 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29661 members Mstep: Class 13 contains 13688 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10619 members Mstep: Class 16 contains 385 members Mstep: Class 17 contains 15266 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8428 members Mstep: Class 20 contains 1380 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 7537 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2409 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 312 members Entering Unmasked Estep ConsiderDeletion Score: -4957557.500000 Penalty: 14141.790039 Iteration 101Q: 27 clusters Score -4957558 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2695 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 28118 members Mstep: Class 5 contains 10749 members Mstep: Class 6 contains 6024 members Mstep: Class 7 contains 904 members Mstep: Class 8 contains 3796 members Mstep: Class 9 contains 931 members Mstep: Class 10 contains 2032 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29659 members Mstep: Class 13 contains 13688 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10610 members Mstep: Class 16 contains 387 members Mstep: Class 17 contains 15266 members Mstep: Class 18 contains 1429 members Mstep: Class 19 contains 8461 members Mstep: Class 20 contains 1382 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 7536 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2414 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 317 members Entering Unmasked Estep ConsiderDeletion Score: -4957562.000000 Penalty: 14141.790039 Iteration 102Q: 27 clusters Score -4957562 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2672 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 28131 members Mstep: Class 5 contains 10749 members Mstep: Class 6 contains 6021 members Mstep: Class 7 contains 903 members Mstep: Class 8 contains 3788 members Mstep: Class 9 contains 928 members Mstep: Class 10 contains 2030 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29659 members Mstep: Class 13 contains 13690 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10605 members Mstep: Class 16 contains 388 members Mstep: Class 17 contains 15263 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8485 members Mstep: Class 20 contains 1385 members Mstep: Class 21 contains 1993 members Mstep: Class 22 contains 7534 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2417 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 323 members Entering Unmasked Estep ConsiderDeletion Score: -4957568.500000 Penalty: 14141.790039 Iteration 103Q: 27 clusters Score -4957568 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2647 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 28136 members Mstep: Class 5 contains 10749 members Mstep: Class 6 contains 6021 members Mstep: Class 7 contains 903 members Mstep: Class 8 contains 3784 members Mstep: Class 9 contains 931 members Mstep: Class 10 contains 2027 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29660 members Mstep: Class 13 contains 13689 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10595 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 15262 members Mstep: Class 18 contains 1429 members Mstep: Class 19 contains 8513 members Mstep: Class 20 contains 1388 members Mstep: Class 21 contains 1992 members Mstep: Class 22 contains 7532 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2420 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 328 members Entering Unmasked Estep ConsiderDeletion Score: -4957571.000000 Penalty: 14141.790039 Iteration 104Q: 27 clusters Score -4957571 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2623 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 28154 members Mstep: Class 5 contains 10747 members Mstep: Class 6 contains 6022 members Mstep: Class 7 contains 901 members Mstep: Class 8 contains 3778 members Mstep: Class 9 contains 930 members Mstep: Class 10 contains 2024 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29661 members Mstep: Class 13 contains 13688 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10580 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 15258 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 8538 members Mstep: Class 20 contains 1395 members Mstep: Class 21 contains 1992 members Mstep: Class 22 contains 7533 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2423 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 329 members Entering Unmasked Estep ConsiderDeletion Score: -4957576.500000 Penalty: 14141.790039 Iteration 105Q: 27 clusters Score -4957576 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 2606 members Mstep: Class 3 contains 1305 members Mstep: Class 4 contains 28174 members Mstep: Class 5 contains 10747 members Mstep: Class 6 contains 6022 members Mstep: Class 7 contains 899 members Mstep: Class 8 contains 3770 members Mstep: Class 9 contains 927 members Mstep: Class 10 contains 2026 members Mstep: Class 11 contains 2566 members Mstep: Class 12 contains 29664 members Mstep: Class 13 contains 13687 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10569 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 15258 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8555 members Mstep: Class 20 contains 1394 members Mstep: Class 21 contains 1992 members Mstep: Class 22 contains 7531 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2424 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 330 members Entering Unmasked Estep ConsiderDeletion Score: -4957576.000000 Penalty: 14141.790039 Iteration 106Q: 27 clusters Score -4957576 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2588 members Mstep: Class 3 contains 1304 members Mstep: Class 4 contains 28193 members Mstep: Class 5 contains 10746 members Mstep: Class 6 contains 6021 members Mstep: Class 7 contains 898 members Mstep: Class 8 contains 3762 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 2023 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29668 members Mstep: Class 13 contains 13685 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10564 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 15256 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8573 members Mstep: Class 20 contains 1396 members Mstep: Class 21 contains 1991 members Mstep: Class 22 contains 7530 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2425 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -4957581.500000 Penalty: 14141.790039 Iteration 107Q: 27 clusters Score -4957582 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2575 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28204 members Mstep: Class 5 contains 10745 members Mstep: Class 6 contains 6019 members Mstep: Class 7 contains 899 members Mstep: Class 8 contains 3760 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 2023 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29665 members Mstep: Class 13 contains 13679 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10559 members Mstep: Class 16 contains 389 members Mstep: Class 17 contains 15256 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8589 members Mstep: Class 20 contains 1402 members Mstep: Class 21 contains 1991 members Mstep: Class 22 contains 7529 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2426 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 335 members Entering Unmasked Estep ConsiderDeletion Score: -4957577.500000 Penalty: 14141.790039 Iteration 108Q: 27 clusters Score -4957578 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2564 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 28218 members Mstep: Class 5 contains 10745 members Mstep: Class 6 contains 6019 members Mstep: Class 7 contains 899 members Mstep: Class 8 contains 3757 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 2011 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29667 members Mstep: Class 13 contains 13678 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10551 members Mstep: Class 16 contains 393 members Mstep: Class 17 contains 15256 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8601 members Mstep: Class 20 contains 1405 members Mstep: Class 21 contains 1991 members Mstep: Class 22 contains 7528 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2427 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 336 members Entering Unmasked Estep ConsiderDeletion Score: -4957596.500000 Penalty: 14141.790039 Iteration 109Q: 27 clusters Score -4957596 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2554 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 28223 members Mstep: Class 5 contains 10745 members Mstep: Class 6 contains 6018 members Mstep: Class 7 contains 896 members Mstep: Class 8 contains 3754 members Mstep: Class 9 contains 922 members Mstep: Class 10 contains 2004 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29667 members Mstep: Class 13 contains 13678 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10545 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 15256 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8615 members Mstep: Class 20 contains 1414 members Mstep: Class 21 contains 1993 members Mstep: Class 22 contains 7528 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2428 members Mstep: Class 25 contains 603 members Mstep: Class 26 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -4957587.500000 Penalty: 14141.790039 Iteration 110Q: 27 clusters Score -4957588 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2537 members Mstep: Class 3 contains 1302 members Mstep: Class 4 contains 28224 members Mstep: Class 5 contains 10745 members Mstep: Class 6 contains 6017 members Mstep: Class 7 contains 895 members Mstep: Class 8 contains 3754 members Mstep: Class 9 contains 921 members Mstep: Class 10 contains 2003 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29669 members Mstep: Class 13 contains 13678 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10538 members Mstep: Class 16 contains 398 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8633 members Mstep: Class 20 contains 1418 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7528 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2428 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 332 members Entering Unmasked Estep ConsiderDeletion Score: -4957600.000000 Penalty: 14141.790039 Iteration 111Q: 27 clusters Score -4957600 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2513 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28235 members Mstep: Class 5 contains 10742 members Mstep: Class 6 contains 6017 members Mstep: Class 7 contains 893 members Mstep: Class 8 contains 3752 members Mstep: Class 9 contains 919 members Mstep: Class 10 contains 2001 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29673 members Mstep: Class 13 contains 13676 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10536 members Mstep: Class 16 contains 402 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8657 members Mstep: Class 20 contains 1415 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 2425 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957616.000000 Penalty: 14141.790039 Iteration 112Q: 27 clusters Score -4957616 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2487 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28250 members Mstep: Class 5 contains 10741 members Mstep: Class 6 contains 6018 members Mstep: Class 7 contains 892 members Mstep: Class 8 contains 3747 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 1998 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29673 members Mstep: Class 13 contains 13671 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10531 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8679 members Mstep: Class 20 contains 1418 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2425 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957605.500000 Penalty: 14141.790039 Iteration 113Q: 27 clusters Score -4957606 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2455 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28268 members Mstep: Class 5 contains 10738 members Mstep: Class 6 contains 6018 members Mstep: Class 7 contains 892 members Mstep: Class 8 contains 3742 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 1988 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29675 members Mstep: Class 13 contains 13668 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10528 members Mstep: Class 16 contains 412 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8703 members Mstep: Class 20 contains 1421 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2426 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957630.500000 Penalty: 14141.790039 Iteration 114Q: 27 clusters Score -4957630 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2426 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28280 members Mstep: Class 5 contains 10735 members Mstep: Class 6 contains 6017 members Mstep: Class 7 contains 890 members Mstep: Class 8 contains 3733 members Mstep: Class 9 contains 921 members Mstep: Class 10 contains 1982 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 29675 members Mstep: Class 13 contains 13659 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10525 members Mstep: Class 16 contains 411 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8733 members Mstep: Class 20 contains 1429 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2429 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957654.500000 Penalty: 14141.790039 Iteration 115Q: 27 clusters Score -4957654 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2402 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28302 members Mstep: Class 5 contains 10733 members Mstep: Class 6 contains 6014 members Mstep: Class 7 contains 890 members Mstep: Class 8 contains 3723 members Mstep: Class 9 contains 923 members Mstep: Class 10 contains 1975 members Mstep: Class 11 contains 2569 members Mstep: Class 12 contains 29678 members Mstep: Class 13 contains 13650 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10520 members Mstep: Class 16 contains 411 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8755 members Mstep: Class 20 contains 1438 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957664.500000 Penalty: 14141.790039 Iteration 116Q: 27 clusters Score -4957664 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2382 members Mstep: Class 3 contains 1303 members Mstep: Class 4 contains 28321 members Mstep: Class 5 contains 10731 members Mstep: Class 6 contains 6013 members Mstep: Class 7 contains 889 members Mstep: Class 8 contains 3721 members Mstep: Class 9 contains 921 members Mstep: Class 10 contains 1959 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29680 members Mstep: Class 13 contains 13647 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10513 members Mstep: Class 16 contains 411 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8775 members Mstep: Class 20 contains 1450 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957681.000000 Penalty: 14141.790039 Iteration 117Q: 27 clusters Score -4957681 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 2363 members Mstep: Class 3 contains 1301 members Mstep: Class 4 contains 28352 members Mstep: Class 5 contains 10725 members Mstep: Class 6 contains 6011 members Mstep: Class 7 contains 886 members Mstep: Class 8 contains 3711 members Mstep: Class 9 contains 917 members Mstep: Class 10 contains 1939 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29680 members Mstep: Class 13 contains 13646 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10506 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8799 members Mstep: Class 20 contains 1467 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957692.000000 Penalty: 14141.790039 Iteration 118Q: 27 clusters Score -4957692 nChanged 137 Entering ConstructFrom: Score: -4957692.000000 Penalty: 14141.790039 Entering ConstructFrom: Trying to split cluster 1 (914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Entering Unmasked Estep Score: -21019.601562 Penalty: 310.211304 Iteration 0F: 2 clusters Score -21019.6 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 472 members Entering Unmasked Estep Score: -20266.671875 Penalty: 620.422607 Iteration 0F: 3 clusters Score -20266.67 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -20516.636719 Penalty: 620.422607 Iteration 1F: 3 clusters Score -20516.64 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -20593.451172 Penalty: 620.422607 Iteration 2F: 3 clusters Score -20593.45 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -20648.970703 Penalty: 620.422607 Iteration 3F: 3 clusters Score -20648.97 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -20677.359375 Penalty: 620.422607 Iteration 4F: 3 clusters Score -20677.36 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -20693.546875 Penalty: 620.422607 Iteration 5Q: 3 clusters Score -20693.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -20716.431641 Penalty: 620.422607 Iteration 6Q: 3 clusters Score -20716.43 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -20740.589844 Penalty: 620.422607 Iteration 7Q: 3 clusters Score -20740.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -20770.160156 Penalty: 620.422607 Iteration 8Q: 3 clusters Score -20770.16 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -20807.763672 Penalty: 620.422607 Iteration 9Q: 3 clusters Score -20807.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -20845.005859 Penalty: 620.422607 Iteration 10Q: 3 clusters Score -20845.01 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -20866.585938 Penalty: 620.422607 Iteration 11Q: 3 clusters Score -20866.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -20874.183594 Penalty: 620.422607 Iteration 12Q: 3 clusters Score -20874.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -20880.416016 Penalty: 620.422607 Iteration 13Q: 3 clusters Score -20880.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -20886.193359 Penalty: 620.422607 Iteration 14Q: 3 clusters Score -20886.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -20890.257812 Penalty: 620.422607 Iteration 15Q: 3 clusters Score -20890.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -20894.111328 Penalty: 620.422607 Iteration 16Q: 3 clusters Score -20894.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -20895.222656 Penalty: 620.422607 Iteration 17Q: 3 clusters Score -20895.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -20896.914062 Penalty: 620.422607 Iteration 18Q: 3 clusters Score -20896.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -20897.664062 Penalty: 620.422607 Iteration 19Q: 3 clusters Score -20897.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -20905.261719 Penalty: 620.422607 Iteration 20F: 3 clusters Score -20905.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -20911.886719 Penalty: 620.422607 Iteration 21Q: 3 clusters Score -20911.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -20914.380859 Penalty: 620.422607 Iteration 22Q: 3 clusters Score -20914.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -20916.703125 Penalty: 620.422607 Iteration 23Q: 3 clusters Score -20916.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -20922.804688 Penalty: 620.422607 Iteration 24Q: 3 clusters Score -20922.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -20925.181641 Penalty: 620.422607 Iteration 25Q: 3 clusters Score -20925.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -20928.216797 Penalty: 620.422607 Iteration 26Q: 3 clusters Score -20928.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -20928.710938 Penalty: 620.422607 Iteration 27Q: 3 clusters Score -20928.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -20928.929688 Penalty: 620.422607 Iteration 28Q: 3 clusters Score -20928.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -20928.929688 Penalty: 620.422607 Iteration 29F: 3 clusters Score -20928.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2346 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Entering Unmasked Estep Score: -82842.859375 Penalty: 353.101257 Iteration 0F: 2 clusters Score -82842.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -81166.039062 Penalty: 706.202515 Iteration 0F: 3 clusters Score -81166.04 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -81715.718750 Penalty: 706.202515 Iteration 1F: 3 clusters Score -81715.72 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -81811.460938 Penalty: 706.202515 Iteration 2F: 3 clusters Score -81811.46 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -81902.625000 Penalty: 706.202515 Iteration 3F: 3 clusters Score -81902.62 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -81978.343750 Penalty: 706.202515 Iteration 4F: 3 clusters Score -81978.34 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -82038.640625 Penalty: 706.202515 Iteration 5Q: 3 clusters Score -82038.64 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -82081.125000 Penalty: 706.202515 Iteration 6Q: 3 clusters Score -82081.12 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -82133.820312 Penalty: 706.202515 Iteration 7Q: 3 clusters Score -82133.82 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -82189.812500 Penalty: 706.202515 Iteration 8Q: 3 clusters Score -82189.81 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -82231.531250 Penalty: 706.202515 Iteration 9Q: 3 clusters Score -82231.53 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -82262.093750 Penalty: 706.202515 Iteration 10Q: 3 clusters Score -82262.09 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -82281.195312 Penalty: 706.202515 Iteration 11Q: 3 clusters Score -82281.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -82299.484375 Penalty: 706.202515 Iteration 12Q: 3 clusters Score -82299.48 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -82314.359375 Penalty: 706.202515 Iteration 13Q: 3 clusters Score -82314.36 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -82325.546875 Penalty: 706.202515 Iteration 14Q: 3 clusters Score -82325.55 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -82331.218750 Penalty: 706.202515 Iteration 15Q: 3 clusters Score -82331.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -82335.953125 Penalty: 706.202515 Iteration 16Q: 3 clusters Score -82335.95 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -82341.890625 Penalty: 706.202515 Iteration 17Q: 3 clusters Score -82341.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -82346.531250 Penalty: 706.202515 Iteration 18Q: 3 clusters Score -82346.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -82349.820312 Penalty: 706.202515 Iteration 19Q: 3 clusters Score -82349.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -82357.640625 Penalty: 706.202515 Iteration 20F: 3 clusters Score -82357.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -82368.476562 Penalty: 706.202515 Iteration 21Q: 3 clusters Score -82368.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -82376.140625 Penalty: 706.202515 Iteration 22Q: 3 clusters Score -82376.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -82386.562500 Penalty: 706.202515 Iteration 23Q: 3 clusters Score -82386.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -82398.765625 Penalty: 706.202515 Iteration 24Q: 3 clusters Score -82398.77 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -82411.812500 Penalty: 706.202515 Iteration 25Q: 3 clusters Score -82411.81 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -82421.320312 Penalty: 706.202515 Iteration 26Q: 3 clusters Score -82421.32 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -82431.828125 Penalty: 706.202515 Iteration 27Q: 3 clusters Score -82431.83 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -82444.523438 Penalty: 706.202515 Iteration 28Q: 3 clusters Score -82444.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -82455.781250 Penalty: 706.202515 Iteration 29Q: 3 clusters Score -82455.78 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -82464.765625 Penalty: 706.202515 Iteration 30Q: 3 clusters Score -82464.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -82468.945312 Penalty: 706.202515 Iteration 31Q: 3 clusters Score -82468.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -82472.851562 Penalty: 706.202515 Iteration 32Q: 3 clusters Score -82472.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -82475.625000 Penalty: 706.202515 Iteration 33Q: 3 clusters Score -82475.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -82477.484375 Penalty: 706.202515 Iteration 34Q: 3 clusters Score -82477.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -82478.867188 Penalty: 706.202515 Iteration 35Q: 3 clusters Score -82478.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -82480.281250 Penalty: 706.202515 Iteration 36Q: 3 clusters Score -82480.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -82480.679688 Penalty: 706.202515 Iteration 37Q: 3 clusters Score -82480.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -82480.898438 Penalty: 706.202515 Iteration 38Q: 3 clusters Score -82480.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -82481.398438 Penalty: 706.202515 Iteration 39Q: 3 clusters Score -82481.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -82481.796875 Penalty: 706.202515 Iteration 40F: 3 clusters Score -82481.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -82482.171875 Penalty: 706.202515 Iteration 41Q: 3 clusters Score -82482.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -82482.179688 Penalty: 706.202515 Iteration 42Q: 3 clusters Score -82482.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -82482.179688 Penalty: 706.202515 Iteration 43F: 3 clusters Score -82482.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Entering Unmasked Estep Score: -43330.890625 Penalty: 326.240448 Iteration 0F: 2 clusters Score -43330.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -42338.074219 Penalty: 652.480896 Iteration 0F: 3 clusters Score -42338.07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -42691.265625 Penalty: 652.480896 Iteration 1F: 3 clusters Score -42691.27 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -42785.738281 Penalty: 652.480896 Iteration 2F: 3 clusters Score -42785.74 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -42895.812500 Penalty: 652.480896 Iteration 3F: 3 clusters Score -42895.81 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -42990.960938 Penalty: 652.480896 Iteration 4F: 3 clusters Score -42990.96 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -43063.515625 Penalty: 652.480896 Iteration 5Q: 3 clusters Score -43063.52 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -43116.832031 Penalty: 652.480896 Iteration 6Q: 3 clusters Score -43116.83 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -43154.753906 Penalty: 652.480896 Iteration 7Q: 3 clusters Score -43154.75 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -43185.914062 Penalty: 652.480896 Iteration 8Q: 3 clusters Score -43185.91 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -43252.691406 Penalty: 652.480896 Iteration 9Q: 3 clusters Score -43252.69 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -43369.277344 Penalty: 652.480896 Iteration 10Q: 3 clusters Score -43369.28 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -43476.625000 Penalty: 652.480896 Iteration 11Q: 3 clusters Score -43476.62 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -43556.980469 Penalty: 652.480896 Iteration 12Q: 3 clusters Score -43556.98 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -43573.675781 Penalty: 652.480896 Iteration 13Q: 3 clusters Score -43573.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -43576.687500 Penalty: 652.480896 Iteration 14Q: 3 clusters Score -43576.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -43577.632812 Penalty: 652.480896 Iteration 15Q: 3 clusters Score -43577.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -43577.632812 Penalty: 652.480896 Iteration 16F: 3 clusters Score -43577.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2346 members Mstep: Class 3 contains 607 members Mstep: Class 4 contains 28377 members Mstep: Class 5 contains 10716 members Mstep: Class 6 contains 6011 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 3705 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 1920 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29677 members Mstep: Class 13 contains 13644 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10498 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8819 members Mstep: Class 20 contains 1498 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 693 members Entering Unmasked Estep Score: -4957725.000000 Penalty: 14685.705078 Splitting cluster 3 changes total score from -4957692.000000 to -4957725.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 4 (28377 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28377 members Entering Unmasked Estep Score: -958208.187500 Penalty: 466.526703 Iteration 0F: 2 clusters Score -958208.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -939222.062500 Penalty: 933.053406 Iteration 0F: 3 clusters Score -939222.1 nChanged 13712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16838 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -947752.312500 Penalty: 933.053406 Iteration 1F: 3 clusters Score -947752.3 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18406 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -949032.937500 Penalty: 933.053406 Iteration 2F: 3 clusters Score -949032.9 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20440 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -950806.625000 Penalty: 933.053406 Iteration 3F: 3 clusters Score -950806.6 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22620 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -952825.812500 Penalty: 933.053406 Iteration 4F: 3 clusters Score -952825.8 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24574 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -954707.687500 Penalty: 933.053406 Iteration 5F: 3 clusters Score -954707.7 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25999 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -956050.437500 Penalty: 933.053406 Iteration 6F: 3 clusters Score -956050.4 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26875 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -956820.875000 Penalty: 933.053406 Iteration 7Q: 3 clusters Score -956820.9 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27401 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -957290.562500 Penalty: 933.053406 Iteration 8Q: 3 clusters Score -957290.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27697 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -957515.687500 Penalty: 933.053406 Iteration 9Q: 3 clusters Score -957515.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27865 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -957645.062500 Penalty: 933.053406 Iteration 10Q: 3 clusters Score -957645.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27966 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -957712.187500 Penalty: 933.053406 Iteration 11Q: 3 clusters Score -957712.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28034 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -957748.562500 Penalty: 933.053406 Iteration 12Q: 3 clusters Score -957748.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28077 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -957774.625000 Penalty: 933.053406 Iteration 13Q: 3 clusters Score -957774.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28096 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -957784.000000 Penalty: 933.053406 Iteration 14Q: 3 clusters Score -957784 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28111 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -957792.562500 Penalty: 933.053406 Iteration 15Q: 3 clusters Score -957792.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28126 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -957800.312500 Penalty: 933.053406 Iteration 16Q: 3 clusters Score -957800.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28138 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -957807.625000 Penalty: 933.053406 Iteration 17Q: 3 clusters Score -957807.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28146 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -957812.375000 Penalty: 933.053406 Iteration 18Q: 3 clusters Score -957812.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28155 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -957820.625000 Penalty: 933.053406 Iteration 19Q: 3 clusters Score -957820.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28162 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -957824.250000 Penalty: 933.053406 Iteration 20F: 3 clusters Score -957824.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28161 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -957825.062500 Penalty: 933.053406 Iteration 21Q: 3 clusters Score -957825.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28164 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -957827.000000 Penalty: 933.053406 Iteration 22Q: 3 clusters Score -957827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28169 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -957828.187500 Penalty: 933.053406 Iteration 23Q: 3 clusters Score -957828.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28174 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -957830.187500 Penalty: 933.053406 Iteration 24Q: 3 clusters Score -957830.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28179 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -957833.750000 Penalty: 933.053406 Iteration 25Q: 3 clusters Score -957833.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28181 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -957834.187500 Penalty: 933.053406 Iteration 26Q: 3 clusters Score -957834.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28182 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -957834.125000 Penalty: 933.053406 Iteration 27Q: 3 clusters Score -957834.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28184 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -957833.750000 Penalty: 933.053406 Iteration 28Q: 3 clusters Score -957833.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28185 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -957836.000000 Penalty: 933.053406 Iteration 29Q: 3 clusters Score -957836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28184 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -957836.062500 Penalty: 933.053406 Iteration 30Q: 3 clusters Score -957836.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28186 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -957836.187500 Penalty: 933.053406 Iteration 31Q: 3 clusters Score -957836.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28187 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -957835.625000 Penalty: 933.053406 Iteration 32Q: 3 clusters Score -957835.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28188 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -957836.125000 Penalty: 933.053406 Iteration 33Q: 3 clusters Score -957836.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28190 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -957836.687500 Penalty: 933.053406 Iteration 34Q: 3 clusters Score -957836.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28191 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -957836.625000 Penalty: 933.053406 Iteration 35Q: 3 clusters Score -957836.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28193 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -957837.687500 Penalty: 933.053406 Iteration 36Q: 3 clusters Score -957837.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28193 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -957837.687500 Penalty: 933.053406 Iteration 37F: 3 clusters Score -957837.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Entering Unmasked Estep Score: -379085.125000 Penalty: 422.216949 Iteration 0F: 2 clusters Score -379085.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 5398 members Entering Unmasked Estep Score: -371894.312500 Penalty: 844.433899 Iteration 0F: 3 clusters Score -371894.3 nChanged 4962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -374753.687500 Penalty: 844.433899 Iteration 1F: 3 clusters Score -374753.7 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -374988.125000 Penalty: 844.433899 Iteration 2F: 3 clusters Score -374988.1 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -375245.000000 Penalty: 844.433899 Iteration 3F: 3 clusters Score -375245 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -375482.250000 Penalty: 844.433899 Iteration 4F: 3 clusters Score -375482.2 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -375722.843750 Penalty: 844.433899 Iteration 5Q: 3 clusters Score -375722.8 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -375943.625000 Penalty: 844.433899 Iteration 6Q: 3 clusters Score -375943.6 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -376169.312500 Penalty: 844.433899 Iteration 7Q: 3 clusters Score -376169.3 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -376358.875000 Penalty: 844.433899 Iteration 8Q: 3 clusters Score -376358.9 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -376510.812500 Penalty: 844.433899 Iteration 9Q: 3 clusters Score -376510.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -376634.375000 Penalty: 844.433899 Iteration 10Q: 3 clusters Score -376634.4 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -376739.062500 Penalty: 844.433899 Iteration 11Q: 3 clusters Score -376739.1 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -376819.875000 Penalty: 844.433899 Iteration 12Q: 3 clusters Score -376819.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -376887.156250 Penalty: 844.433899 Iteration 13Q: 3 clusters Score -376887.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -376957.000000 Penalty: 844.433899 Iteration 14Q: 3 clusters Score -376957 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -377033.500000 Penalty: 844.433899 Iteration 15Q: 3 clusters Score -377033.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -377128.531250 Penalty: 844.433899 Iteration 16Q: 3 clusters Score -377128.5 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -377257.812500 Penalty: 844.433899 Iteration 17Q: 3 clusters Score -377257.8 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -377407.281250 Penalty: 844.433899 Iteration 18Q: 3 clusters Score -377407.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -377621.375000 Penalty: 844.433899 Iteration 19Q: 3 clusters Score -377621.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -377881.843750 Penalty: 844.433899 Iteration 20F: 3 clusters Score -377881.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -378112.468750 Penalty: 844.433899 Iteration 21Q: 3 clusters Score -378112.5 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -378226.906250 Penalty: 844.433899 Iteration 22Q: 3 clusters Score -378226.9 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -378281.812500 Penalty: 844.433899 Iteration 23Q: 3 clusters Score -378281.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -378325.718750 Penalty: 844.433899 Iteration 24Q: 3 clusters Score -378325.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -378354.437500 Penalty: 844.433899 Iteration 25Q: 3 clusters Score -378354.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -378383.562500 Penalty: 844.433899 Iteration 26Q: 3 clusters Score -378383.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -378405.562500 Penalty: 844.433899 Iteration 27Q: 3 clusters Score -378405.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 9248 members Entering Unmasked Estep Score: -378433.968750 Penalty: 844.433899 Iteration 28Q: 3 clusters Score -378434 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -378463.468750 Penalty: 844.433899 Iteration 29Q: 3 clusters Score -378463.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 9462 members Entering Unmasked Estep Score: -378496.593750 Penalty: 844.433899 Iteration 30Q: 3 clusters Score -378496.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 9556 members Entering Unmasked Estep Score: -378525.093750 Penalty: 844.433899 Iteration 31Q: 3 clusters Score -378525.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -378549.031250 Penalty: 844.433899 Iteration 32Q: 3 clusters Score -378549 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -378572.843750 Penalty: 844.433899 Iteration 33Q: 3 clusters Score -378572.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -378591.156250 Penalty: 844.433899 Iteration 34Q: 3 clusters Score -378591.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 9856 members Entering Unmasked Estep Score: -378607.656250 Penalty: 844.433899 Iteration 35Q: 3 clusters Score -378607.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 9903 members Entering Unmasked Estep Score: -378619.531250 Penalty: 844.433899 Iteration 36Q: 3 clusters Score -378619.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -378627.812500 Penalty: 844.433899 Iteration 37Q: 3 clusters Score -378627.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -378634.906250 Penalty: 844.433899 Iteration 38Q: 3 clusters Score -378634.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -378642.031250 Penalty: 844.433899 Iteration 39Q: 3 clusters Score -378642 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 10033 members Entering Unmasked Estep Score: -378652.125000 Penalty: 844.433899 Iteration 40F: 3 clusters Score -378652.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 10050 members Entering Unmasked Estep Score: -378656.531250 Penalty: 844.433899 Iteration 41Q: 3 clusters Score -378656.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -378666.406250 Penalty: 844.433899 Iteration 42Q: 3 clusters Score -378666.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -378673.062500 Penalty: 844.433899 Iteration 43Q: 3 clusters Score -378673.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -378678.937500 Penalty: 844.433899 Iteration 44Q: 3 clusters Score -378678.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -378685.750000 Penalty: 844.433899 Iteration 45Q: 3 clusters Score -378685.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -378691.156250 Penalty: 844.433899 Iteration 46Q: 3 clusters Score -378691.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -378696.781250 Penalty: 844.433899 Iteration 47Q: 3 clusters Score -378696.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -378705.000000 Penalty: 844.433899 Iteration 48Q: 3 clusters Score -378705 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -378714.343750 Penalty: 844.433899 Iteration 49Q: 3 clusters Score -378714.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -378717.500000 Penalty: 844.433899 Iteration 50Q: 3 clusters Score -378717.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -378721.906250 Penalty: 844.433899 Iteration 51Q: 3 clusters Score -378721.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -378731.906250 Penalty: 844.433899 Iteration 52Q: 3 clusters Score -378731.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -378739.531250 Penalty: 844.433899 Iteration 53Q: 3 clusters Score -378739.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -378748.625000 Penalty: 844.433899 Iteration 54Q: 3 clusters Score -378748.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 10318 members Entering Unmasked Estep Score: -378756.375000 Penalty: 844.433899 Iteration 55Q: 3 clusters Score -378756.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 10328 members Entering Unmasked Estep Score: -378760.593750 Penalty: 844.433899 Iteration 56Q: 3 clusters Score -378760.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -378762.656250 Penalty: 844.433899 Iteration 57Q: 3 clusters Score -378762.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -378766.000000 Penalty: 844.433899 Iteration 58Q: 3 clusters Score -378766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -378769.062500 Penalty: 844.433899 Iteration 59Q: 3 clusters Score -378769.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -378770.093750 Penalty: 844.433899 Iteration 60F: 3 clusters Score -378770.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -378771.281250 Penalty: 844.433899 Iteration 61Q: 3 clusters Score -378771.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -378773.312500 Penalty: 844.433899 Iteration 62Q: 3 clusters Score -378773.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -378775.968750 Penalty: 844.433899 Iteration 63Q: 3 clusters Score -378776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -378776.375000 Penalty: 844.433899 Iteration 64Q: 3 clusters Score -378776.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -378779.812500 Penalty: 844.433899 Iteration 65Q: 3 clusters Score -378779.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 10388 members Entering Unmasked Estep Score: -378782.125000 Penalty: 844.433899 Iteration 66Q: 3 clusters Score -378782.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -378783.625000 Penalty: 844.433899 Iteration 67Q: 3 clusters Score -378783.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -378783.687500 Penalty: 844.433899 Iteration 68Q: 3 clusters Score -378783.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -378783.718750 Penalty: 844.433899 Iteration 69Q: 3 clusters Score -378783.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -378783.875000 Penalty: 844.433899 Iteration 70Q: 3 clusters Score -378783.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -378784.593750 Penalty: 844.433899 Iteration 71Q: 3 clusters Score -378784.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -378785.812500 Penalty: 844.433899 Iteration 72Q: 3 clusters Score -378785.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -378787.218750 Penalty: 844.433899 Iteration 73Q: 3 clusters Score -378787.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 10401 members Entering Unmasked Estep Score: -378788.125000 Penalty: 844.433899 Iteration 74Q: 3 clusters Score -378788.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -378788.687500 Penalty: 844.433899 Iteration 75Q: 3 clusters Score -378788.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -378789.406250 Penalty: 844.433899 Iteration 76Q: 3 clusters Score -378789.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -378789.812500 Penalty: 844.433899 Iteration 77Q: 3 clusters Score -378789.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -378790.062500 Penalty: 844.433899 Iteration 78Q: 3 clusters Score -378790.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -378790.437500 Penalty: 844.433899 Iteration 79Q: 3 clusters Score -378790.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 10406 members Entering Unmasked Estep Score: -378790.843750 Penalty: 844.433899 Iteration 80F: 3 clusters Score -378790.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -378792.156250 Penalty: 844.433899 Iteration 81Q: 3 clusters Score -378792.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 10412 members Entering Unmasked Estep Score: -378793.062500 Penalty: 844.433899 Iteration 82Q: 3 clusters Score -378793.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -378792.968750 Penalty: 844.433899 Iteration 83Q: 3 clusters Score -378793 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -378792.937500 Penalty: 844.433899 Iteration 84Q: 3 clusters Score -378792.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -378792.937500 Penalty: 844.433899 Iteration 85F: 3 clusters Score -378792.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (6011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Entering Unmasked Estep Score: -201329.703125 Penalty: 395.911255 Iteration 0F: 2 clusters Score -201329.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -197325.796875 Penalty: 791.822510 Iteration 0F: 3 clusters Score -197325.8 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -198954.281250 Penalty: 791.822510 Iteration 1F: 3 clusters Score -198954.3 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -199288.250000 Penalty: 791.822510 Iteration 2F: 3 clusters Score -199288.2 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -199638.671875 Penalty: 791.822510 Iteration 3F: 3 clusters Score -199638.7 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -199932.203125 Penalty: 791.822510 Iteration 4F: 3 clusters Score -199932.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -200112.562500 Penalty: 791.822510 Iteration 5F: 3 clusters Score -200112.6 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -200244.671875 Penalty: 791.822510 Iteration 6Q: 3 clusters Score -200244.7 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -200348.968750 Penalty: 791.822510 Iteration 7Q: 3 clusters Score -200349 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -200424.531250 Penalty: 791.822510 Iteration 8Q: 3 clusters Score -200424.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -200477.359375 Penalty: 791.822510 Iteration 9Q: 3 clusters Score -200477.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -200521.078125 Penalty: 791.822510 Iteration 10Q: 3 clusters Score -200521.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -200556.640625 Penalty: 791.822510 Iteration 11Q: 3 clusters Score -200556.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -200589.171875 Penalty: 791.822510 Iteration 12Q: 3 clusters Score -200589.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -200624.750000 Penalty: 791.822510 Iteration 13Q: 3 clusters Score -200624.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -200664.062500 Penalty: 791.822510 Iteration 14Q: 3 clusters Score -200664.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -200705.750000 Penalty: 791.822510 Iteration 15Q: 3 clusters Score -200705.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -200745.578125 Penalty: 791.822510 Iteration 16Q: 3 clusters Score -200745.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -200781.640625 Penalty: 791.822510 Iteration 17Q: 3 clusters Score -200781.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -200812.187500 Penalty: 791.822510 Iteration 18Q: 3 clusters Score -200812.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -200841.531250 Penalty: 791.822510 Iteration 19Q: 3 clusters Score -200841.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -200869.781250 Penalty: 791.822510 Iteration 20F: 3 clusters Score -200869.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -200893.328125 Penalty: 791.822510 Iteration 21Q: 3 clusters Score -200893.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 5031 members Entering Unmasked Estep Score: -200910.921875 Penalty: 791.822510 Iteration 22Q: 3 clusters Score -200910.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -200935.218750 Penalty: 791.822510 Iteration 23Q: 3 clusters Score -200935.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -200954.296875 Penalty: 791.822510 Iteration 24Q: 3 clusters Score -200954.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -200974.062500 Penalty: 791.822510 Iteration 25Q: 3 clusters Score -200974.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -200991.093750 Penalty: 791.822510 Iteration 26Q: 3 clusters Score -200991.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 5285 members Entering Unmasked Estep Score: -201000.953125 Penalty: 791.822510 Iteration 27Q: 3 clusters Score -201001 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -201012.796875 Penalty: 791.822510 Iteration 28Q: 3 clusters Score -201012.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -201021.156250 Penalty: 791.822510 Iteration 29Q: 3 clusters Score -201021.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -201028.656250 Penalty: 791.822510 Iteration 30Q: 3 clusters Score -201028.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -201040.796875 Penalty: 791.822510 Iteration 31Q: 3 clusters Score -201040.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -201049.640625 Penalty: 791.822510 Iteration 32Q: 3 clusters Score -201049.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 5454 members Entering Unmasked Estep Score: -201056.046875 Penalty: 791.822510 Iteration 33Q: 3 clusters Score -201056 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -201065.140625 Penalty: 791.822510 Iteration 34Q: 3 clusters Score -201065.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -201072.390625 Penalty: 791.822510 Iteration 35Q: 3 clusters Score -201072.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -201079.093750 Penalty: 791.822510 Iteration 36Q: 3 clusters Score -201079.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -201085.484375 Penalty: 791.822510 Iteration 37Q: 3 clusters Score -201085.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -201088.921875 Penalty: 791.822510 Iteration 38Q: 3 clusters Score -201088.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -201090.875000 Penalty: 791.822510 Iteration 39Q: 3 clusters Score -201090.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -201091.875000 Penalty: 791.822510 Iteration 40F: 3 clusters Score -201091.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 5572 members Entering Unmasked Estep Score: -201092.968750 Penalty: 791.822510 Iteration 41Q: 3 clusters Score -201093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -201093.937500 Penalty: 791.822510 Iteration 42Q: 3 clusters Score -201093.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -201093.953125 Penalty: 791.822510 Iteration 43Q: 3 clusters Score -201094 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -201094.187500 Penalty: 791.822510 Iteration 44Q: 3 clusters Score -201094.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -201094.859375 Penalty: 791.822510 Iteration 45Q: 3 clusters Score -201094.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -201094.843750 Penalty: 791.822510 Iteration 46Q: 3 clusters Score -201094.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -201094.843750 Penalty: 791.822510 Iteration 47F: 3 clusters Score -201094.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -30799.144531 Penalty: 308.434692 Iteration 0F: 2 clusters Score -30799.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -30059.656250 Penalty: 616.869385 Iteration 0F: 3 clusters Score -30059.66 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -30305.664062 Penalty: 616.869385 Iteration 1F: 3 clusters Score -30305.66 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -30362.408203 Penalty: 616.869385 Iteration 2F: 3 clusters Score -30362.41 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -30398.316406 Penalty: 616.869385 Iteration 3F: 3 clusters Score -30398.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -30428.533203 Penalty: 616.869385 Iteration 4Q: 3 clusters Score -30428.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -30442.300781 Penalty: 616.869385 Iteration 5Q: 3 clusters Score -30442.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -30468.310547 Penalty: 616.869385 Iteration 6Q: 3 clusters Score -30468.31 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -30482.572266 Penalty: 616.869385 Iteration 7Q: 3 clusters Score -30482.57 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -30495.638672 Penalty: 616.869385 Iteration 8Q: 3 clusters Score -30495.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -30506.205078 Penalty: 616.869385 Iteration 9Q: 3 clusters Score -30506.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -30510.925781 Penalty: 616.869385 Iteration 10Q: 3 clusters Score -30510.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -30513.847656 Penalty: 616.869385 Iteration 11Q: 3 clusters Score -30513.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -30516.599609 Penalty: 616.869385 Iteration 12Q: 3 clusters Score -30516.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -30518.228516 Penalty: 616.869385 Iteration 13Q: 3 clusters Score -30518.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -30522.154297 Penalty: 616.869385 Iteration 14Q: 3 clusters Score -30522.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -30526.802734 Penalty: 616.869385 Iteration 15Q: 3 clusters Score -30526.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -30529.738281 Penalty: 616.869385 Iteration 16Q: 3 clusters Score -30529.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -30532.982422 Penalty: 616.869385 Iteration 17Q: 3 clusters Score -30532.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -30535.103516 Penalty: 616.869385 Iteration 18Q: 3 clusters Score -30535.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -30536.996094 Penalty: 616.869385 Iteration 19Q: 3 clusters Score -30537 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -30538.191406 Penalty: 616.869385 Iteration 20F: 3 clusters Score -30538.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -30539.097656 Penalty: 616.869385 Iteration 21Q: 3 clusters Score -30539.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -30539.822266 Penalty: 616.869385 Iteration 22Q: 3 clusters Score -30539.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -30540.041016 Penalty: 616.869385 Iteration 23Q: 3 clusters Score -30540.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -30540.041016 Penalty: 616.869385 Iteration 24F: 3 clusters Score -30540.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3705 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Entering Unmasked Estep Score: -126674.109375 Penalty: 373.893463 Iteration 0F: 2 clusters Score -126674.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -124113.085938 Penalty: 747.786926 Iteration 0F: 3 clusters Score -124113.1 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -125136.914062 Penalty: 747.786926 Iteration 1F: 3 clusters Score -125136.9 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -125302.023438 Penalty: 747.786926 Iteration 2F: 3 clusters Score -125302 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -125423.359375 Penalty: 747.786926 Iteration 3F: 3 clusters Score -125423.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -125542.843750 Penalty: 747.786926 Iteration 4F: 3 clusters Score -125542.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -125645.468750 Penalty: 747.786926 Iteration 5F: 3 clusters Score -125645.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -125764.984375 Penalty: 747.786926 Iteration 6F: 3 clusters Score -125765 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -125845.648438 Penalty: 747.786926 Iteration 7Q: 3 clusters Score -125845.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -125919.671875 Penalty: 747.786926 Iteration 8Q: 3 clusters Score -125919.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -125975.679688 Penalty: 747.786926 Iteration 9Q: 3 clusters Score -125975.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -126003.710938 Penalty: 747.786926 Iteration 10Q: 3 clusters Score -126003.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -126039.890625 Penalty: 747.786926 Iteration 11Q: 3 clusters Score -126039.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -126064.429688 Penalty: 747.786926 Iteration 12Q: 3 clusters Score -126064.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -126078.484375 Penalty: 747.786926 Iteration 13Q: 3 clusters Score -126078.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -126087.359375 Penalty: 747.786926 Iteration 14Q: 3 clusters Score -126087.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -126094.429688 Penalty: 747.786926 Iteration 15Q: 3 clusters Score -126094.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -126099.210938 Penalty: 747.786926 Iteration 16Q: 3 clusters Score -126099.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -126102.718750 Penalty: 747.786926 Iteration 17Q: 3 clusters Score -126102.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -126105.171875 Penalty: 747.786926 Iteration 18Q: 3 clusters Score -126105.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -126107.101562 Penalty: 747.786926 Iteration 19Q: 3 clusters Score -126107.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -126108.375000 Penalty: 747.786926 Iteration 20F: 3 clusters Score -126108.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -126110.726562 Penalty: 747.786926 Iteration 21Q: 3 clusters Score -126110.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -126113.898438 Penalty: 747.786926 Iteration 22Q: 3 clusters Score -126113.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -126117.203125 Penalty: 747.786926 Iteration 23Q: 3 clusters Score -126117.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -126124.726562 Penalty: 747.786926 Iteration 24Q: 3 clusters Score -126124.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -126129.398438 Penalty: 747.786926 Iteration 25Q: 3 clusters Score -126129.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -126136.570312 Penalty: 747.786926 Iteration 26Q: 3 clusters Score -126136.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -126145.835938 Penalty: 747.786926 Iteration 27Q: 3 clusters Score -126145.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -126152.156250 Penalty: 747.786926 Iteration 28Q: 3 clusters Score -126152.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -126157.390625 Penalty: 747.786926 Iteration 29Q: 3 clusters Score -126157.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -126160.523438 Penalty: 747.786926 Iteration 30Q: 3 clusters Score -126160.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -126162.875000 Penalty: 747.786926 Iteration 31Q: 3 clusters Score -126162.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -126166.437500 Penalty: 747.786926 Iteration 32Q: 3 clusters Score -126166.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -126169.289062 Penalty: 747.786926 Iteration 33Q: 3 clusters Score -126169.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -126172.742188 Penalty: 747.786926 Iteration 34Q: 3 clusters Score -126172.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -126175.320312 Penalty: 747.786926 Iteration 35Q: 3 clusters Score -126175.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -126178.039062 Penalty: 747.786926 Iteration 36Q: 3 clusters Score -126178 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -126181.593750 Penalty: 747.786926 Iteration 37Q: 3 clusters Score -126181.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -126183.710938 Penalty: 747.786926 Iteration 38Q: 3 clusters Score -126183.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -126188.164062 Penalty: 747.786926 Iteration 39Q: 3 clusters Score -126188.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -126196.140625 Penalty: 747.786926 Iteration 40F: 3 clusters Score -126196.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -126199.531250 Penalty: 747.786926 Iteration 41Q: 3 clusters Score -126199.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -126202.078125 Penalty: 747.786926 Iteration 42Q: 3 clusters Score -126202.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -126203.578125 Penalty: 747.786926 Iteration 43Q: 3 clusters Score -126203.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -126205.507812 Penalty: 747.786926 Iteration 44Q: 3 clusters Score -126205.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -126210.664062 Penalty: 747.786926 Iteration 45Q: 3 clusters Score -126210.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -126215.796875 Penalty: 747.786926 Iteration 46Q: 3 clusters Score -126215.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -126220.265625 Penalty: 747.786926 Iteration 47Q: 3 clusters Score -126220.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -126223.203125 Penalty: 747.786926 Iteration 48Q: 3 clusters Score -126223.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -126225.750000 Penalty: 747.786926 Iteration 49Q: 3 clusters Score -126225.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -126227.281250 Penalty: 747.786926 Iteration 50Q: 3 clusters Score -126227.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -126229.429688 Penalty: 747.786926 Iteration 51Q: 3 clusters Score -126229.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -126232.085938 Penalty: 747.786926 Iteration 52Q: 3 clusters Score -126232.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -126234.648438 Penalty: 747.786926 Iteration 53Q: 3 clusters Score -126234.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -126237.531250 Penalty: 747.786926 Iteration 54Q: 3 clusters Score -126237.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -126239.875000 Penalty: 747.786926 Iteration 55Q: 3 clusters Score -126239.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -126245.976562 Penalty: 747.786926 Iteration 56Q: 3 clusters Score -126246 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -126249.296875 Penalty: 747.786926 Iteration 57Q: 3 clusters Score -126249.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -126252.109375 Penalty: 747.786926 Iteration 58Q: 3 clusters Score -126252.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -126254.343750 Penalty: 747.786926 Iteration 59Q: 3 clusters Score -126254.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -126257.117188 Penalty: 747.786926 Iteration 60F: 3 clusters Score -126257.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -126260.429688 Penalty: 747.786926 Iteration 61Q: 3 clusters Score -126260.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -126262.492188 Penalty: 747.786926 Iteration 62Q: 3 clusters Score -126262.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -126263.726562 Penalty: 747.786926 Iteration 63Q: 3 clusters Score -126263.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -126264.531250 Penalty: 747.786926 Iteration 64Q: 3 clusters Score -126264.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -126266.570312 Penalty: 747.786926 Iteration 65Q: 3 clusters Score -126266.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -126267.859375 Penalty: 747.786926 Iteration 66Q: 3 clusters Score -126267.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -126269.406250 Penalty: 747.786926 Iteration 67Q: 3 clusters Score -126269.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -126270.343750 Penalty: 747.786926 Iteration 68Q: 3 clusters Score -126270.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -126270.601562 Penalty: 747.786926 Iteration 69Q: 3 clusters Score -126270.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -126271.179688 Penalty: 747.786926 Iteration 70Q: 3 clusters Score -126271.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -126271.531250 Penalty: 747.786926 Iteration 71Q: 3 clusters Score -126271.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -126272.078125 Penalty: 747.786926 Iteration 72Q: 3 clusters Score -126272.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -126272.734375 Penalty: 747.786926 Iteration 73Q: 3 clusters Score -126272.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -126274.875000 Penalty: 747.786926 Iteration 74Q: 3 clusters Score -126274.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -126276.320312 Penalty: 747.786926 Iteration 75Q: 3 clusters Score -126276.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -126278.773438 Penalty: 747.786926 Iteration 76Q: 3 clusters Score -126278.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -126280.281250 Penalty: 747.786926 Iteration 77Q: 3 clusters Score -126280.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -126280.546875 Penalty: 747.786926 Iteration 78Q: 3 clusters Score -126280.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -126280.781250 Penalty: 747.786926 Iteration 79Q: 3 clusters Score -126280.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -126281.023438 Penalty: 747.786926 Iteration 80F: 3 clusters Score -126281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -126281.328125 Penalty: 747.786926 Iteration 81Q: 3 clusters Score -126281.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -126281.062500 Penalty: 747.786926 Iteration 82Q: 3 clusters Score -126281.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -126281.062500 Penalty: 747.786926 Iteration 83F: 3 clusters Score -126281.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Entering Unmasked Estep Score: -29843.109375 Penalty: 310.310760 Iteration 0F: 2 clusters Score -29843.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -29114.361328 Penalty: 620.621521 Iteration 0F: 3 clusters Score -29114.36 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -29355.123047 Penalty: 620.621521 Iteration 1F: 3 clusters Score -29355.12 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -29398.679688 Penalty: 620.621521 Iteration 2F: 3 clusters Score -29398.68 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29428.003906 Penalty: 620.621521 Iteration 3F: 3 clusters Score -29428 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -29439.210938 Penalty: 620.621521 Iteration 4Q: 3 clusters Score -29439.21 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -29450.861328 Penalty: 620.621521 Iteration 5Q: 3 clusters Score -29450.86 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -29457.058594 Penalty: 620.621521 Iteration 6Q: 3 clusters Score -29457.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -29458.900391 Penalty: 620.621521 Iteration 7Q: 3 clusters Score -29458.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -29459.470703 Penalty: 620.621521 Iteration 8Q: 3 clusters Score -29459.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -29460.500000 Penalty: 620.621521 Iteration 9Q: 3 clusters Score -29460.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -29461.921875 Penalty: 620.621521 Iteration 10Q: 3 clusters Score -29461.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -29463.789062 Penalty: 620.621521 Iteration 11Q: 3 clusters Score -29463.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -29464.289062 Penalty: 620.621521 Iteration 12Q: 3 clusters Score -29464.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -29464.970703 Penalty: 620.621521 Iteration 13Q: 3 clusters Score -29464.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -29465.710938 Penalty: 620.621521 Iteration 14Q: 3 clusters Score -29465.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -29466.234375 Penalty: 620.621521 Iteration 15Q: 3 clusters Score -29466.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -29467.964844 Penalty: 620.621521 Iteration 16Q: 3 clusters Score -29467.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -29469.035156 Penalty: 620.621521 Iteration 17Q: 3 clusters Score -29469.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -29469.767578 Penalty: 620.621521 Iteration 18Q: 3 clusters Score -29469.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -29470.429688 Penalty: 620.621521 Iteration 19Q: 3 clusters Score -29470.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -29470.429688 Penalty: 620.621521 Iteration 20F: 3 clusters Score -29470.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Entering Unmasked Estep Score: -54662.144531 Penalty: 343.983673 Iteration 0F: 2 clusters Score -54662.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -53244.878906 Penalty: 687.967346 Iteration 0F: 3 clusters Score -53244.88 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -53785.968750 Penalty: 687.967346 Iteration 1F: 3 clusters Score -53785.97 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -53953.804688 Penalty: 687.967346 Iteration 2F: 3 clusters Score -53953.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -54078.507812 Penalty: 687.967346 Iteration 3F: 3 clusters Score -54078.51 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -54168.613281 Penalty: 687.967346 Iteration 4F: 3 clusters Score -54168.61 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -54231.625000 Penalty: 687.967346 Iteration 5Q: 3 clusters Score -54231.62 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -54258.234375 Penalty: 687.967346 Iteration 6Q: 3 clusters Score -54258.23 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -54282.226562 Penalty: 687.967346 Iteration 7Q: 3 clusters Score -54282.23 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -54301.464844 Penalty: 687.967346 Iteration 8Q: 3 clusters Score -54301.46 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -54314.230469 Penalty: 687.967346 Iteration 9Q: 3 clusters Score -54314.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -54324.933594 Penalty: 687.967346 Iteration 10Q: 3 clusters Score -54324.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -54336.417969 Penalty: 687.967346 Iteration 11Q: 3 clusters Score -54336.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -54347.316406 Penalty: 687.967346 Iteration 12Q: 3 clusters Score -54347.32 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -54352.824219 Penalty: 687.967346 Iteration 13Q: 3 clusters Score -54352.82 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -54361.054688 Penalty: 687.967346 Iteration 14Q: 3 clusters Score -54361.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -54367.191406 Penalty: 687.967346 Iteration 15Q: 3 clusters Score -54367.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -54373.257812 Penalty: 687.967346 Iteration 16Q: 3 clusters Score -54373.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -54379.230469 Penalty: 687.967346 Iteration 17Q: 3 clusters Score -54379.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -54383.414062 Penalty: 687.967346 Iteration 18Q: 3 clusters Score -54383.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -54388.105469 Penalty: 687.967346 Iteration 19Q: 3 clusters Score -54388.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -54390.800781 Penalty: 687.967346 Iteration 20F: 3 clusters Score -54390.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -54392.750000 Penalty: 687.967346 Iteration 21Q: 3 clusters Score -54392.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -54396.804688 Penalty: 687.967346 Iteration 22Q: 3 clusters Score -54396.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -54401.312500 Penalty: 687.967346 Iteration 23Q: 3 clusters Score -54401.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -54405.996094 Penalty: 687.967346 Iteration 24Q: 3 clusters Score -54406 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -54417.050781 Penalty: 687.967346 Iteration 25Q: 3 clusters Score -54417.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -54428.191406 Penalty: 687.967346 Iteration 26Q: 3 clusters Score -54428.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -54435.523438 Penalty: 687.967346 Iteration 27Q: 3 clusters Score -54435.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -54437.125000 Penalty: 687.967346 Iteration 28Q: 3 clusters Score -54437.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -54438.500000 Penalty: 687.967346 Iteration 29Q: 3 clusters Score -54438.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -54439.789062 Penalty: 687.967346 Iteration 30Q: 3 clusters Score -54439.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -54440.859375 Penalty: 687.967346 Iteration 31Q: 3 clusters Score -54440.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -54440.917969 Penalty: 687.967346 Iteration 32Q: 3 clusters Score -54440.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -54440.917969 Penalty: 687.967346 Iteration 33F: 3 clusters Score -54440.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Entering Unmasked Estep Score: -92946.492188 Penalty: 357.215149 Iteration 0F: 2 clusters Score -92946.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -91138.359375 Penalty: 714.430298 Iteration 0F: 3 clusters Score -91138.36 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -91753.250000 Penalty: 714.430298 Iteration 1F: 3 clusters Score -91753.25 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -91845.773438 Penalty: 714.430298 Iteration 2F: 3 clusters Score -91845.77 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -91920.187500 Penalty: 714.430298 Iteration 3F: 3 clusters Score -91920.19 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -91993.546875 Penalty: 714.430298 Iteration 4F: 3 clusters Score -91993.55 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -92086.531250 Penalty: 714.430298 Iteration 5F: 3 clusters Score -92086.53 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -92178.523438 Penalty: 714.430298 Iteration 6F: 3 clusters Score -92178.52 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -92263.906250 Penalty: 714.430298 Iteration 7Q: 3 clusters Score -92263.91 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -92355.492188 Penalty: 714.430298 Iteration 8Q: 3 clusters Score -92355.49 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -92414.820312 Penalty: 714.430298 Iteration 9Q: 3 clusters Score -92414.82 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -92451.929688 Penalty: 714.430298 Iteration 10Q: 3 clusters Score -92451.93 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -92473.617188 Penalty: 714.430298 Iteration 11Q: 3 clusters Score -92473.62 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -92493.453125 Penalty: 714.430298 Iteration 12Q: 3 clusters Score -92493.45 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -92507.289062 Penalty: 714.430298 Iteration 13Q: 3 clusters Score -92507.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -92518.882812 Penalty: 714.430298 Iteration 14Q: 3 clusters Score -92518.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -92529.757812 Penalty: 714.430298 Iteration 15Q: 3 clusters Score -92529.76 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -92543.992188 Penalty: 714.430298 Iteration 16Q: 3 clusters Score -92543.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -92557.335938 Penalty: 714.430298 Iteration 17Q: 3 clusters Score -92557.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -92568.843750 Penalty: 714.430298 Iteration 18Q: 3 clusters Score -92568.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -92579.429688 Penalty: 714.430298 Iteration 19Q: 3 clusters Score -92579.43 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -92588.578125 Penalty: 714.430298 Iteration 20F: 3 clusters Score -92588.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -92596.218750 Penalty: 714.430298 Iteration 21Q: 3 clusters Score -92596.22 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -92606.757812 Penalty: 714.430298 Iteration 22Q: 3 clusters Score -92606.76 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -92615.820312 Penalty: 714.430298 Iteration 23Q: 3 clusters Score -92615.82 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -92623.632812 Penalty: 714.430298 Iteration 24Q: 3 clusters Score -92623.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -92627.257812 Penalty: 714.430298 Iteration 25Q: 3 clusters Score -92627.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -92631.468750 Penalty: 714.430298 Iteration 26Q: 3 clusters Score -92631.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -92636.015625 Penalty: 714.430298 Iteration 27Q: 3 clusters Score -92636.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -92640.554688 Penalty: 714.430298 Iteration 28Q: 3 clusters Score -92640.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -92641.710938 Penalty: 714.430298 Iteration 29Q: 3 clusters Score -92641.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -92642.585938 Penalty: 714.430298 Iteration 30Q: 3 clusters Score -92642.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -92642.585938 Penalty: 714.430298 Iteration 31F: 3 clusters Score -92642.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (29677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29677 members Entering Unmasked Estep Score: -1092035.000000 Penalty: 468.564789 Iteration 0F: 2 clusters Score -1092035 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14899 members Mstep: Class 2 contains 14778 members Entering Unmasked Estep Score: -1072252.125000 Penalty: 937.129578 Iteration 0F: 3 clusters Score -1072252 nChanged 14219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16490 members Mstep: Class 2 contains 13187 members Entering Unmasked Estep Score: -1080844.500000 Penalty: 937.129578 Iteration 1F: 3 clusters Score -1080844 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17494 members Mstep: Class 2 contains 12183 members Entering Unmasked Estep Score: -1081658.750000 Penalty: 937.129578 Iteration 2F: 3 clusters Score -1081659 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18896 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -1082743.250000 Penalty: 937.129578 Iteration 3F: 3 clusters Score -1082743 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20688 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1084159.500000 Penalty: 937.129578 Iteration 4F: 3 clusters Score -1084160 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22702 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1085886.875000 Penalty: 937.129578 Iteration 5F: 3 clusters Score -1085887 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24643 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -1087566.500000 Penalty: 937.129578 Iteration 6F: 3 clusters Score -1087566 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26304 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1088985.125000 Penalty: 937.129578 Iteration 7F: 3 clusters Score -1088985 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27548 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1089983.125000 Penalty: 937.129578 Iteration 8Q: 3 clusters Score -1089983 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28391 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1090658.125000 Penalty: 937.129578 Iteration 9Q: 3 clusters Score -1090658 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28920 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1091078.750000 Penalty: 937.129578 Iteration 10Q: 3 clusters Score -1091079 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29237 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1091313.875000 Penalty: 937.129578 Iteration 11Q: 3 clusters Score -1091314 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29403 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -1091433.875000 Penalty: 937.129578 Iteration 12Q: 3 clusters Score -1091434 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29497 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -1091512.875000 Penalty: 937.129578 Iteration 13Q: 3 clusters Score -1091513 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29547 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -1091561.375000 Penalty: 937.129578 Iteration 14Q: 3 clusters Score -1091561 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29570 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1091595.375000 Penalty: 937.129578 Iteration 15Q: 3 clusters Score -1091595 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29579 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -1091621.000000 Penalty: 937.129578 Iteration 16Q: 3 clusters Score -1091621 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29580 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1091632.750000 Penalty: 937.129578 Iteration 17Q: 3 clusters Score -1091633 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29581 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1091641.750000 Penalty: 937.129578 Iteration 18Q: 3 clusters Score -1091642 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29576 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1091649.625000 Penalty: 937.129578 Iteration 19Q: 3 clusters Score -1091650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29573 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -1091650.500000 Penalty: 937.129578 Iteration 20F: 3 clusters Score -1091650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1091651.625000 Penalty: 937.129578 Iteration 21Q: 3 clusters Score -1091652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29569 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1091652.875000 Penalty: 937.129578 Iteration 22Q: 3 clusters Score -1091653 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29569 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -1091655.000000 Penalty: 937.129578 Iteration 23Q: 3 clusters Score -1091655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1091658.625000 Penalty: 937.129578 Iteration 24Q: 3 clusters Score -1091659 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29574 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1091658.750000 Penalty: 937.129578 Iteration 25Q: 3 clusters Score -1091659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29573 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -1091660.375000 Penalty: 937.129578 Iteration 26Q: 3 clusters Score -1091660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29573 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -1091660.375000 Penalty: 937.129578 Iteration 27F: 3 clusters Score -1091660 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Entering Unmasked Estep Score: -482920.625000 Penalty: 433.208008 Iteration 0F: 2 clusters Score -482920.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 6799 members Entering Unmasked Estep Score: -473833.187500 Penalty: 866.416016 Iteration 0F: 3 clusters Score -473833.2 nChanged 6511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -477751.437500 Penalty: 866.416016 Iteration 1F: 3 clusters Score -477751.4 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -478349.750000 Penalty: 866.416016 Iteration 2F: 3 clusters Score -478349.8 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -479038.531250 Penalty: 866.416016 Iteration 3F: 3 clusters Score -479038.5 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 7808 members Entering Unmasked Estep Score: -479662.562500 Penalty: 866.416016 Iteration 4F: 3 clusters Score -479662.6 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -480213.968750 Penalty: 866.416016 Iteration 5F: 3 clusters Score -480214 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 8592 members Entering Unmasked Estep Score: -480757.187500 Penalty: 866.416016 Iteration 6F: 3 clusters Score -480757.2 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -481200.281250 Penalty: 866.416016 Iteration 7Q: 3 clusters Score -481200.3 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -481521.156250 Penalty: 866.416016 Iteration 8Q: 3 clusters Score -481521.2 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -481756.937500 Penalty: 866.416016 Iteration 9Q: 3 clusters Score -481756.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -481915.343750 Penalty: 866.416016 Iteration 10Q: 3 clusters Score -481915.3 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -482030.812500 Penalty: 866.416016 Iteration 11Q: 3 clusters Score -482030.8 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -482126.750000 Penalty: 866.416016 Iteration 12Q: 3 clusters Score -482126.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 10083 members Entering Unmasked Estep Score: -482196.468750 Penalty: 866.416016 Iteration 13Q: 3 clusters Score -482196.5 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -482241.343750 Penalty: 866.416016 Iteration 14Q: 3 clusters Score -482241.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 10263 members Entering Unmasked Estep Score: -482284.156250 Penalty: 866.416016 Iteration 15Q: 3 clusters Score -482284.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -482323.031250 Penalty: 866.416016 Iteration 16Q: 3 clusters Score -482323 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 10400 members Entering Unmasked Estep Score: -482351.218750 Penalty: 866.416016 Iteration 17Q: 3 clusters Score -482351.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -482366.968750 Penalty: 866.416016 Iteration 18Q: 3 clusters Score -482367 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 10493 members Entering Unmasked Estep Score: -482383.062500 Penalty: 866.416016 Iteration 19Q: 3 clusters Score -482383.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 10536 members Entering Unmasked Estep Score: -482394.812500 Penalty: 866.416016 Iteration 20F: 3 clusters Score -482394.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 10563 members Entering Unmasked Estep Score: -482402.000000 Penalty: 866.416016 Iteration 21Q: 3 clusters Score -482402 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -482410.843750 Penalty: 866.416016 Iteration 22Q: 3 clusters Score -482410.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 10602 members Entering Unmasked Estep Score: -482415.656250 Penalty: 866.416016 Iteration 23Q: 3 clusters Score -482415.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 10615 members Entering Unmasked Estep Score: -482420.156250 Penalty: 866.416016 Iteration 24Q: 3 clusters Score -482420.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 10632 members Entering Unmasked Estep Score: -482426.562500 Penalty: 866.416016 Iteration 25Q: 3 clusters Score -482426.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -482433.437500 Penalty: 866.416016 Iteration 26Q: 3 clusters Score -482433.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 10647 members Entering Unmasked Estep Score: -482437.812500 Penalty: 866.416016 Iteration 27Q: 3 clusters Score -482437.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 10638 members Entering Unmasked Estep Score: -482441.718750 Penalty: 866.416016 Iteration 28Q: 3 clusters Score -482441.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -482448.250000 Penalty: 866.416016 Iteration 29Q: 3 clusters Score -482448.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -482451.750000 Penalty: 866.416016 Iteration 30Q: 3 clusters Score -482451.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -482455.062500 Penalty: 866.416016 Iteration 31Q: 3 clusters Score -482455.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -482458.437500 Penalty: 866.416016 Iteration 32Q: 3 clusters Score -482458.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -482461.062500 Penalty: 866.416016 Iteration 33Q: 3 clusters Score -482461.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 10595 members Entering Unmasked Estep Score: -482460.687500 Penalty: 866.416016 Iteration 34Q: 3 clusters Score -482460.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -482460.937500 Penalty: 866.416016 Iteration 35Q: 3 clusters Score -482460.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 10575 members Entering Unmasked Estep Score: -482462.718750 Penalty: 866.416016 Iteration 36Q: 3 clusters Score -482462.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 10563 members Entering Unmasked Estep Score: -482463.593750 Penalty: 866.416016 Iteration 37Q: 3 clusters Score -482463.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -482463.968750 Penalty: 866.416016 Iteration 38Q: 3 clusters Score -482464 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -482466.625000 Penalty: 866.416016 Iteration 39Q: 3 clusters Score -482466.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -482469.437500 Penalty: 866.416016 Iteration 40F: 3 clusters Score -482469.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -482473.187500 Penalty: 866.416016 Iteration 41Q: 3 clusters Score -482473.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -482478.312500 Penalty: 866.416016 Iteration 42Q: 3 clusters Score -482478.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -482481.968750 Penalty: 866.416016 Iteration 43Q: 3 clusters Score -482482 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -482487.156250 Penalty: 866.416016 Iteration 44Q: 3 clusters Score -482487.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -482491.156250 Penalty: 866.416016 Iteration 45Q: 3 clusters Score -482491.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -482495.500000 Penalty: 866.416016 Iteration 46Q: 3 clusters Score -482495.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -482499.468750 Penalty: 866.416016 Iteration 47Q: 3 clusters Score -482499.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -482504.968750 Penalty: 866.416016 Iteration 48Q: 3 clusters Score -482505 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 10143 members Entering Unmasked Estep Score: -482514.000000 Penalty: 866.416016 Iteration 49Q: 3 clusters Score -482514 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -482519.125000 Penalty: 866.416016 Iteration 50Q: 3 clusters Score -482519.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -482529.062500 Penalty: 866.416016 Iteration 51Q: 3 clusters Score -482529.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -482542.750000 Penalty: 866.416016 Iteration 52Q: 3 clusters Score -482542.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 9914 members Entering Unmasked Estep Score: -482554.437500 Penalty: 866.416016 Iteration 53Q: 3 clusters Score -482554.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -482560.187500 Penalty: 866.416016 Iteration 54Q: 3 clusters Score -482560.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 9835 members Entering Unmasked Estep Score: -482565.968750 Penalty: 866.416016 Iteration 55Q: 3 clusters Score -482566 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -482573.906250 Penalty: 866.416016 Iteration 56Q: 3 clusters Score -482573.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -482582.093750 Penalty: 866.416016 Iteration 57Q: 3 clusters Score -482582.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3955 members Mstep: Class 2 contains 9689 members Entering Unmasked Estep Score: -482589.500000 Penalty: 866.416016 Iteration 58Q: 3 clusters Score -482589.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 9629 members Entering Unmasked Estep Score: -482600.031250 Penalty: 866.416016 Iteration 59Q: 3 clusters Score -482600 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -482613.406250 Penalty: 866.416016 Iteration 60F: 3 clusters Score -482613.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -482623.218750 Penalty: 866.416016 Iteration 61Q: 3 clusters Score -482623.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 9410 members Entering Unmasked Estep Score: -482634.125000 Penalty: 866.416016 Iteration 62Q: 3 clusters Score -482634.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -482643.000000 Penalty: 866.416016 Iteration 63Q: 3 clusters Score -482643 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -482648.218750 Penalty: 866.416016 Iteration 64Q: 3 clusters Score -482648.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -482653.968750 Penalty: 866.416016 Iteration 65Q: 3 clusters Score -482654 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 9205 members Entering Unmasked Estep Score: -482658.968750 Penalty: 866.416016 Iteration 66Q: 3 clusters Score -482659 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -482663.625000 Penalty: 866.416016 Iteration 67Q: 3 clusters Score -482663.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 9137 members Entering Unmasked Estep Score: -482666.218750 Penalty: 866.416016 Iteration 68Q: 3 clusters Score -482666.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -482668.937500 Penalty: 866.416016 Iteration 69Q: 3 clusters Score -482668.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 9068 members Entering Unmasked Estep Score: -482670.093750 Penalty: 866.416016 Iteration 70Q: 3 clusters Score -482670.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -482673.781250 Penalty: 866.416016 Iteration 71Q: 3 clusters Score -482673.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -482677.531250 Penalty: 866.416016 Iteration 72Q: 3 clusters Score -482677.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -482679.031250 Penalty: 866.416016 Iteration 73Q: 3 clusters Score -482679 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 8962 members Entering Unmasked Estep Score: -482681.781250 Penalty: 866.416016 Iteration 74Q: 3 clusters Score -482681.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -482682.968750 Penalty: 866.416016 Iteration 75Q: 3 clusters Score -482683 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -482685.625000 Penalty: 866.416016 Iteration 76Q: 3 clusters Score -482685.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -482686.343750 Penalty: 866.416016 Iteration 77Q: 3 clusters Score -482686.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -482686.937500 Penalty: 866.416016 Iteration 78Q: 3 clusters Score -482686.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -482689.156250 Penalty: 866.416016 Iteration 79Q: 3 clusters Score -482689.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 8833 members Entering Unmasked Estep Score: -482690.062500 Penalty: 866.416016 Iteration 80F: 3 clusters Score -482690.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -482690.906250 Penalty: 866.416016 Iteration 81Q: 3 clusters Score -482690.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -482689.531250 Penalty: 866.416016 Iteration 82Q: 3 clusters Score -482689.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -482692.156250 Penalty: 866.416016 Iteration 83Q: 3 clusters Score -482692.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -482693.218750 Penalty: 866.416016 Iteration 84Q: 3 clusters Score -482693.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -482693.968750 Penalty: 866.416016 Iteration 85Q: 3 clusters Score -482694 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -482695.031250 Penalty: 866.416016 Iteration 86Q: 3 clusters Score -482695 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -482694.906250 Penalty: 866.416016 Iteration 87Q: 3 clusters Score -482694.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -482695.125000 Penalty: 866.416016 Iteration 88Q: 3 clusters Score -482695.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -482695.406250 Penalty: 866.416016 Iteration 89Q: 3 clusters Score -482695.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 8697 members Entering Unmasked Estep Score: -482697.281250 Penalty: 866.416016 Iteration 90Q: 3 clusters Score -482697.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -482696.406250 Penalty: 866.416016 Iteration 91Q: 3 clusters Score -482696.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4965 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -482697.875000 Penalty: 866.416016 Iteration 92Q: 3 clusters Score -482697.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 8671 members Entering Unmasked Estep Score: -482698.968750 Penalty: 866.416016 Iteration 93Q: 3 clusters Score -482699 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -482698.500000 Penalty: 866.416016 Iteration 94Q: 3 clusters Score -482698.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -482698.093750 Penalty: 866.416016 Iteration 95Q: 3 clusters Score -482698.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -482697.906250 Penalty: 866.416016 Iteration 96Q: 3 clusters Score -482697.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -482698.062500 Penalty: 866.416016 Iteration 97Q: 3 clusters Score -482698.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 8658 members Entering Unmasked Estep Score: -482698.062500 Penalty: 866.416016 Iteration 98F: 3 clusters Score -482698.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Entering Unmasked Estep Score: -15763.328125 Penalty: 278.772552 Iteration 0F: 2 clusters Score -15763.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15321.041016 Penalty: 557.545105 Iteration 0F: 3 clusters Score -15321.04 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -15442.211914 Penalty: 557.545105 Iteration 1F: 3 clusters Score -15442.21 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -15476.040039 Penalty: 557.545105 Iteration 2F: 3 clusters Score -15476.04 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -15505.962891 Penalty: 557.545105 Iteration 3F: 3 clusters Score -15505.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -15525.671875 Penalty: 557.545105 Iteration 4Q: 3 clusters Score -15525.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -15535.176758 Penalty: 557.545105 Iteration 5Q: 3 clusters Score -15535.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -15544.124023 Penalty: 557.545105 Iteration 6Q: 3 clusters Score -15544.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -15549.151367 Penalty: 557.545105 Iteration 7Q: 3 clusters Score -15549.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -15552.879883 Penalty: 557.545105 Iteration 8Q: 3 clusters Score -15552.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -15555.828125 Penalty: 557.545105 Iteration 9Q: 3 clusters Score -15555.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -15557.947266 Penalty: 557.545105 Iteration 10Q: 3 clusters Score -15557.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15558.770508 Penalty: 557.545105 Iteration 11Q: 3 clusters Score -15558.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -15558.770508 Penalty: 557.545105 Iteration 12F: 3 clusters Score -15558.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Entering Unmasked Estep Score: -328575.281250 Penalty: 421.281769 Iteration 0F: 2 clusters Score -328575.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -321545.437500 Penalty: 842.563538 Iteration 0F: 3 clusters Score -321545.4 nChanged 4947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -324366.781250 Penalty: 842.563538 Iteration 1F: 3 clusters Score -324366.8 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -324627.968750 Penalty: 842.563538 Iteration 2F: 3 clusters Score -324628 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -324887.750000 Penalty: 842.563538 Iteration 3F: 3 clusters Score -324887.8 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -325158.812500 Penalty: 842.563538 Iteration 4F: 3 clusters Score -325158.8 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 5294 members Entering Unmasked Estep Score: -325438.062500 Penalty: 842.563538 Iteration 5Q: 3 clusters Score -325438.1 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -325763.281250 Penalty: 842.563538 Iteration 6Q: 3 clusters Score -325763.3 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -326096.750000 Penalty: 842.563538 Iteration 7F: 3 clusters Score -326096.8 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -326320.593750 Penalty: 842.563538 Iteration 8Q: 3 clusters Score -326320.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -326442.531250 Penalty: 842.563538 Iteration 9Q: 3 clusters Score -326442.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -326504.625000 Penalty: 842.563538 Iteration 10Q: 3 clusters Score -326504.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -326539.875000 Penalty: 842.563538 Iteration 11Q: 3 clusters Score -326539.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -326564.937500 Penalty: 842.563538 Iteration 12Q: 3 clusters Score -326564.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 5772 members Entering Unmasked Estep Score: -326590.281250 Penalty: 842.563538 Iteration 13Q: 3 clusters Score -326590.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -326611.593750 Penalty: 842.563538 Iteration 14Q: 3 clusters Score -326611.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -326634.187500 Penalty: 842.563538 Iteration 15Q: 3 clusters Score -326634.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -326653.468750 Penalty: 842.563538 Iteration 16Q: 3 clusters Score -326653.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -326674.812500 Penalty: 842.563538 Iteration 17Q: 3 clusters Score -326674.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -326697.968750 Penalty: 842.563538 Iteration 18Q: 3 clusters Score -326698 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -326718.656250 Penalty: 842.563538 Iteration 19Q: 3 clusters Score -326718.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -326742.093750 Penalty: 842.563538 Iteration 20F: 3 clusters Score -326742.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -326765.468750 Penalty: 842.563538 Iteration 21Q: 3 clusters Score -326765.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -326787.656250 Penalty: 842.563538 Iteration 22Q: 3 clusters Score -326787.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 6710 members Entering Unmasked Estep Score: -326808.468750 Penalty: 842.563538 Iteration 23Q: 3 clusters Score -326808.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -326833.312500 Penalty: 842.563538 Iteration 24Q: 3 clusters Score -326833.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -326861.031250 Penalty: 842.563538 Iteration 25Q: 3 clusters Score -326861 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -326895.906250 Penalty: 842.563538 Iteration 26Q: 3 clusters Score -326895.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -326937.843750 Penalty: 842.563538 Iteration 27Q: 3 clusters Score -326937.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -326980.968750 Penalty: 842.563538 Iteration 28Q: 3 clusters Score -326981 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -327032.406250 Penalty: 842.563538 Iteration 29Q: 3 clusters Score -327032.4 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -327097.437500 Penalty: 842.563538 Iteration 30Q: 3 clusters Score -327097.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -327159.250000 Penalty: 842.563538 Iteration 31Q: 3 clusters Score -327159.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -327230.437500 Penalty: 842.563538 Iteration 32Q: 3 clusters Score -327230.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -327305.812500 Penalty: 842.563538 Iteration 33Q: 3 clusters Score -327305.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -327386.718750 Penalty: 842.563538 Iteration 34Q: 3 clusters Score -327386.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -327476.500000 Penalty: 842.563538 Iteration 35Q: 3 clusters Score -327476.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -327563.593750 Penalty: 842.563538 Iteration 36Q: 3 clusters Score -327563.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 9115 members Entering Unmasked Estep Score: -327679.125000 Penalty: 842.563538 Iteration 37Q: 3 clusters Score -327679.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 9322 members Entering Unmasked Estep Score: -327791.718750 Penalty: 842.563538 Iteration 38Q: 3 clusters Score -327791.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -327872.000000 Penalty: 842.563538 Iteration 39Q: 3 clusters Score -327872 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -327940.500000 Penalty: 842.563538 Iteration 40F: 3 clusters Score -327940.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 9749 members Entering Unmasked Estep Score: -327996.125000 Penalty: 842.563538 Iteration 41Q: 3 clusters Score -327996.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 9853 members Entering Unmasked Estep Score: -328046.031250 Penalty: 842.563538 Iteration 42Q: 3 clusters Score -328046 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -328094.093750 Penalty: 842.563538 Iteration 43Q: 3 clusters Score -328094.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -328143.875000 Penalty: 842.563538 Iteration 44Q: 3 clusters Score -328143.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -328188.000000 Penalty: 842.563538 Iteration 45Q: 3 clusters Score -328188 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -328215.468750 Penalty: 842.563538 Iteration 46Q: 3 clusters Score -328215.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -328232.875000 Penalty: 842.563538 Iteration 47Q: 3 clusters Score -328232.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 10219 members Entering Unmasked Estep Score: -328240.093750 Penalty: 842.563538 Iteration 48Q: 3 clusters Score -328240.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -328245.562500 Penalty: 842.563538 Iteration 49Q: 3 clusters Score -328245.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -328249.500000 Penalty: 842.563538 Iteration 50Q: 3 clusters Score -328249.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -328251.281250 Penalty: 842.563538 Iteration 51Q: 3 clusters Score -328251.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -328252.375000 Penalty: 842.563538 Iteration 52Q: 3 clusters Score -328252.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -328252.531250 Penalty: 842.563538 Iteration 53Q: 3 clusters Score -328252.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -328254.562500 Penalty: 842.563538 Iteration 54Q: 3 clusters Score -328254.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -328257.156250 Penalty: 842.563538 Iteration 55Q: 3 clusters Score -328257.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 10259 members Entering Unmasked Estep Score: -328257.812500 Penalty: 842.563538 Iteration 56Q: 3 clusters Score -328257.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 10263 members Entering Unmasked Estep Score: -328259.062500 Penalty: 842.563538 Iteration 57Q: 3 clusters Score -328259.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -328260.187500 Penalty: 842.563538 Iteration 58Q: 3 clusters Score -328260.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -328261.437500 Penalty: 842.563538 Iteration 59Q: 3 clusters Score -328261.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -328262.250000 Penalty: 842.563538 Iteration 60F: 3 clusters Score -328262.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -9698.039062 Penalty: 273.176880 Iteration 0F: 2 clusters Score -9698.039 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9276.136719 Penalty: 546.353760 Iteration 0F: 3 clusters Score -9276.137 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9434.208984 Penalty: 546.353760 Iteration 1F: 3 clusters Score -9434.209 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9473.250000 Penalty: 546.353760 Iteration 2F: 3 clusters Score -9473.25 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9498.975586 Penalty: 546.353760 Iteration 3Q: 3 clusters Score -9498.976 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -9511.614258 Penalty: 546.353760 Iteration 4Q: 3 clusters Score -9511.614 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -9518.814453 Penalty: 546.353760 Iteration 5Q: 3 clusters Score -9518.814 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -9522.629883 Penalty: 546.353760 Iteration 6Q: 3 clusters Score -9522.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9527.378906 Penalty: 546.353760 Iteration 7Q: 3 clusters Score -9527.379 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -9536.099609 Penalty: 546.353760 Iteration 8Q: 3 clusters Score -9536.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9540.397461 Penalty: 546.353760 Iteration 9Q: 3 clusters Score -9540.397 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9543.658203 Penalty: 546.353760 Iteration 10Q: 3 clusters Score -9543.658 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -9544.751953 Penalty: 546.353760 Iteration 11Q: 3 clusters Score -9544.752 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9545.812500 Penalty: 546.353760 Iteration 12Q: 3 clusters Score -9545.812 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9545.812500 Penalty: 546.353760 Iteration 13F: 3 clusters Score -9545.812 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15254 members Entering Unmasked Estep Score: -514211.687500 Penalty: 438.283173 Iteration 0F: 2 clusters Score -514211.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -503985.625000 Penalty: 876.566345 Iteration 0F: 3 clusters Score -503985.6 nChanged 7312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 8224 members Entering Unmasked Estep Score: -508353.281250 Penalty: 876.566345 Iteration 1F: 3 clusters Score -508353.3 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 8644 members Entering Unmasked Estep Score: -508759.812500 Penalty: 876.566345 Iteration 2F: 3 clusters Score -508759.8 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 9184 members Entering Unmasked Estep Score: -509266.281250 Penalty: 876.566345 Iteration 3F: 3 clusters Score -509266.3 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -509867.000000 Penalty: 876.566345 Iteration 4F: 3 clusters Score -509867 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -510588.875000 Penalty: 876.566345 Iteration 5F: 3 clusters Score -510588.9 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -511283.812500 Penalty: 876.566345 Iteration 6F: 3 clusters Score -511283.8 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 12012 members Entering Unmasked Estep Score: -511809.937500 Penalty: 876.566345 Iteration 7Q: 3 clusters Score -511809.9 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -512203.437500 Penalty: 876.566345 Iteration 8Q: 3 clusters Score -512203.4 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 13044 members Entering Unmasked Estep Score: -512560.531250 Penalty: 876.566345 Iteration 9Q: 3 clusters Score -512560.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -512876.562500 Penalty: 876.566345 Iteration 10Q: 3 clusters Score -512876.6 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -513132.031250 Penalty: 876.566345 Iteration 11Q: 3 clusters Score -513132 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 14187 members Entering Unmasked Estep Score: -513323.093750 Penalty: 876.566345 Iteration 12Q: 3 clusters Score -513323.1 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 14428 members Entering Unmasked Estep Score: -513476.093750 Penalty: 876.566345 Iteration 13Q: 3 clusters Score -513476.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 14598 members Entering Unmasked Estep Score: -513577.406250 Penalty: 876.566345 Iteration 14Q: 3 clusters Score -513577.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -513666.281250 Penalty: 876.566345 Iteration 15Q: 3 clusters Score -513666.3 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 14854 members Entering Unmasked Estep Score: -513740.968750 Penalty: 876.566345 Iteration 16Q: 3 clusters Score -513741 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 14938 members Entering Unmasked Estep Score: -513787.250000 Penalty: 876.566345 Iteration 17Q: 3 clusters Score -513787.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 14991 members Entering Unmasked Estep Score: -513815.062500 Penalty: 876.566345 Iteration 18Q: 3 clusters Score -513815.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -513831.093750 Penalty: 876.566345 Iteration 19Q: 3 clusters Score -513831.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 15054 members Entering Unmasked Estep Score: -513842.937500 Penalty: 876.566345 Iteration 20F: 3 clusters Score -513842.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -513851.406250 Penalty: 876.566345 Iteration 21Q: 3 clusters Score -513851.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -513857.406250 Penalty: 876.566345 Iteration 22Q: 3 clusters Score -513857.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 15099 members Entering Unmasked Estep Score: -513863.000000 Penalty: 876.566345 Iteration 23Q: 3 clusters Score -513863 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -513865.437500 Penalty: 876.566345 Iteration 24Q: 3 clusters Score -513865.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 15112 members Entering Unmasked Estep Score: -513867.343750 Penalty: 876.566345 Iteration 25Q: 3 clusters Score -513867.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 15117 members Entering Unmasked Estep Score: -513870.562500 Penalty: 876.566345 Iteration 26Q: 3 clusters Score -513870.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -513873.093750 Penalty: 876.566345 Iteration 27Q: 3 clusters Score -513873.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -513875.125000 Penalty: 876.566345 Iteration 28Q: 3 clusters Score -513875.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -513875.687500 Penalty: 876.566345 Iteration 29Q: 3 clusters Score -513875.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -513876.031250 Penalty: 876.566345 Iteration 30Q: 3 clusters Score -513876 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -513876.031250 Penalty: 876.566345 Iteration 31F: 3 clusters Score -513876 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Entering Unmasked Estep Score: -51857.011719 Penalty: 330.640656 Iteration 0F: 2 clusters Score -51857.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -50781.183594 Penalty: 661.281311 Iteration 0F: 3 clusters Score -50781.18 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -51172.191406 Penalty: 661.281311 Iteration 1F: 3 clusters Score -51172.19 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -51227.941406 Penalty: 661.281311 Iteration 2F: 3 clusters Score -51227.94 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -51268.781250 Penalty: 661.281311 Iteration 3Q: 3 clusters Score -51268.78 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -51295.078125 Penalty: 661.281311 Iteration 4Q: 3 clusters Score -51295.08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -51315.148438 Penalty: 661.281311 Iteration 5Q: 3 clusters Score -51315.15 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -51340.808594 Penalty: 661.281311 Iteration 6Q: 3 clusters Score -51340.81 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -51362.410156 Penalty: 661.281311 Iteration 7Q: 3 clusters Score -51362.41 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -51380.582031 Penalty: 661.281311 Iteration 8Q: 3 clusters Score -51380.58 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -51396.718750 Penalty: 661.281311 Iteration 9Q: 3 clusters Score -51396.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -51406.359375 Penalty: 661.281311 Iteration 10Q: 3 clusters Score -51406.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -51412.179688 Penalty: 661.281311 Iteration 11Q: 3 clusters Score -51412.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -51418.828125 Penalty: 661.281311 Iteration 12Q: 3 clusters Score -51418.83 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -51426.445312 Penalty: 661.281311 Iteration 13Q: 3 clusters Score -51426.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -51431.546875 Penalty: 661.281311 Iteration 14Q: 3 clusters Score -51431.55 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -51437.566406 Penalty: 661.281311 Iteration 15Q: 3 clusters Score -51437.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -51440.589844 Penalty: 661.281311 Iteration 16Q: 3 clusters Score -51440.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -51445.289062 Penalty: 661.281311 Iteration 17Q: 3 clusters Score -51445.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -51447.878906 Penalty: 661.281311 Iteration 18Q: 3 clusters Score -51447.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -51448.652344 Penalty: 661.281311 Iteration 19Q: 3 clusters Score -51448.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -51448.964844 Penalty: 661.281311 Iteration 20F: 3 clusters Score -51448.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51450.039062 Penalty: 661.281311 Iteration 21Q: 3 clusters Score -51450.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51451.355469 Penalty: 661.281311 Iteration 22Q: 3 clusters Score -51451.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -51452.109375 Penalty: 661.281311 Iteration 23Q: 3 clusters Score -51452.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -51452.777344 Penalty: 661.281311 Iteration 24Q: 3 clusters Score -51452.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -51453.664062 Penalty: 661.281311 Iteration 25Q: 3 clusters Score -51453.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -51455.785156 Penalty: 661.281311 Iteration 26Q: 3 clusters Score -51455.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -51458.050781 Penalty: 661.281311 Iteration 27Q: 3 clusters Score -51458.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -51458.417969 Penalty: 661.281311 Iteration 28Q: 3 clusters Score -51458.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -51459.144531 Penalty: 661.281311 Iteration 29Q: 3 clusters Score -51459.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -51460.125000 Penalty: 661.281311 Iteration 30Q: 3 clusters Score -51460.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -51461.750000 Penalty: 661.281311 Iteration 31Q: 3 clusters Score -51461.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -51462.496094 Penalty: 661.281311 Iteration 32Q: 3 clusters Score -51462.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51463.050781 Penalty: 661.281311 Iteration 33Q: 3 clusters Score -51463.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -51463.050781 Penalty: 661.281311 Iteration 34F: 3 clusters Score -51463.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (8819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Entering Unmasked Estep Score: -321990.375000 Penalty: 413.352173 Iteration 0F: 2 clusters Score -321990.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -316105.750000 Penalty: 826.704346 Iteration 0F: 3 clusters Score -316105.8 nChanged 4035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -318454.000000 Penalty: 826.704346 Iteration 1F: 3 clusters Score -318454 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -318682.000000 Penalty: 826.704346 Iteration 2F: 3 clusters Score -318682 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -319011.437500 Penalty: 826.704346 Iteration 3F: 3 clusters Score -319011.4 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -319500.843750 Penalty: 826.704346 Iteration 4F: 3 clusters Score -319500.8 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -320042.031250 Penalty: 826.704346 Iteration 5F: 3 clusters Score -320042 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -320544.718750 Penalty: 826.704346 Iteration 6F: 3 clusters Score -320544.7 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -320949.875000 Penalty: 826.704346 Iteration 7F: 3 clusters Score -320949.9 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -321182.843750 Penalty: 826.704346 Iteration 8Q: 3 clusters Score -321182.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -321328.406250 Penalty: 826.704346 Iteration 9Q: 3 clusters Score -321328.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -321435.968750 Penalty: 826.704346 Iteration 10Q: 3 clusters Score -321436 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8512 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -321524.343750 Penalty: 826.704346 Iteration 11Q: 3 clusters Score -321524.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -321582.500000 Penalty: 826.704346 Iteration 12Q: 3 clusters Score -321582.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -321612.062500 Penalty: 826.704346 Iteration 13Q: 3 clusters Score -321612.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -321631.125000 Penalty: 826.704346 Iteration 14Q: 3 clusters Score -321631.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -321641.812500 Penalty: 826.704346 Iteration 15Q: 3 clusters Score -321641.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -321648.656250 Penalty: 826.704346 Iteration 16Q: 3 clusters Score -321648.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -321651.968750 Penalty: 826.704346 Iteration 17Q: 3 clusters Score -321652 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8671 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -321654.937500 Penalty: 826.704346 Iteration 18Q: 3 clusters Score -321654.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -321656.812500 Penalty: 826.704346 Iteration 19Q: 3 clusters Score -321656.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -321657.000000 Penalty: 826.704346 Iteration 20F: 3 clusters Score -321657 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -321658.093750 Penalty: 826.704346 Iteration 21Q: 3 clusters Score -321658.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -321659.406250 Penalty: 826.704346 Iteration 22Q: 3 clusters Score -321659.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -321659.593750 Penalty: 826.704346 Iteration 23Q: 3 clusters Score -321659.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -321659.593750 Penalty: 826.704346 Iteration 24F: 3 clusters Score -321659.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Entering Unmasked Estep Score: -45369.890625 Penalty: 332.690826 Iteration 0F: 2 clusters Score -45369.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -44250.710938 Penalty: 665.381653 Iteration 0F: 3 clusters Score -44250.71 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -44612.003906 Penalty: 665.381653 Iteration 1F: 3 clusters Score -44612 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -44668.933594 Penalty: 665.381653 Iteration 2F: 3 clusters Score -44668.93 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -44720.058594 Penalty: 665.381653 Iteration 3F: 3 clusters Score -44720.06 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -44765.804688 Penalty: 665.381653 Iteration 4F: 3 clusters Score -44765.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -44798.781250 Penalty: 665.381653 Iteration 5Q: 3 clusters Score -44798.78 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -44833.621094 Penalty: 665.381653 Iteration 6Q: 3 clusters Score -44833.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -44868.437500 Penalty: 665.381653 Iteration 7Q: 3 clusters Score -44868.44 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -44899.867188 Penalty: 665.381653 Iteration 8Q: 3 clusters Score -44899.87 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -44943.902344 Penalty: 665.381653 Iteration 9Q: 3 clusters Score -44943.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -44990.796875 Penalty: 665.381653 Iteration 10Q: 3 clusters Score -44990.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -45044.656250 Penalty: 665.381653 Iteration 11Q: 3 clusters Score -45044.66 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -45091.390625 Penalty: 665.381653 Iteration 12Q: 3 clusters Score -45091.39 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -45131.281250 Penalty: 665.381653 Iteration 13Q: 3 clusters Score -45131.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -45173.511719 Penalty: 665.381653 Iteration 14Q: 3 clusters Score -45173.51 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -45208.648438 Penalty: 665.381653 Iteration 15Q: 3 clusters Score -45208.65 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -45241.097656 Penalty: 665.381653 Iteration 16Q: 3 clusters Score -45241.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -45267.917969 Penalty: 665.381653 Iteration 17Q: 3 clusters Score -45267.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -45296.097656 Penalty: 665.381653 Iteration 18Q: 3 clusters Score -45296.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -45323.632812 Penalty: 665.381653 Iteration 19Q: 3 clusters Score -45323.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -45347.308594 Penalty: 665.381653 Iteration 20F: 3 clusters Score -45347.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -45355.710938 Penalty: 665.381653 Iteration 21Q: 3 clusters Score -45355.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -45362.089844 Penalty: 665.381653 Iteration 22Q: 3 clusters Score -45362.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -45367.402344 Penalty: 665.381653 Iteration 23Q: 3 clusters Score -45367.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -45369.992188 Penalty: 665.381653 Iteration 24Q: 3 clusters Score -45369.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -45371.519531 Penalty: 665.381653 Iteration 25Q: 3 clusters Score -45371.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -45371.652344 Penalty: 665.381653 Iteration 26Q: 3 clusters Score -45371.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -45371.652344 Penalty: 665.381653 Iteration 27F: 3 clusters Score -45371.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2346 members Mstep: Class 3 contains 607 members Mstep: Class 4 contains 28377 members Mstep: Class 5 contains 10716 members Mstep: Class 6 contains 6011 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 3705 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 1920 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29677 members Mstep: Class 13 contains 13644 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10498 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8819 members Mstep: Class 20 contains 1248 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 693 members Mstep: Class 28 contains 250 members Entering Unmasked Estep Score: -4957514.000000 Penalty: 15229.620117 Splitting cluster 20 changes total score from -4957692.000000 to -4957514.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (1995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Entering Unmasked Estep Score: -64002.945312 Penalty: 345.727173 Iteration 0F: 2 clusters Score -64002.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -62558.761719 Penalty: 691.454346 Iteration 0F: 3 clusters Score -62558.76 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -63096.328125 Penalty: 691.454346 Iteration 1F: 3 clusters Score -63096.33 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -63222.089844 Penalty: 691.454346 Iteration 2F: 3 clusters Score -63222.09 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -63303.515625 Penalty: 691.454346 Iteration 3F: 3 clusters Score -63303.52 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -63372.984375 Penalty: 691.454346 Iteration 4F: 3 clusters Score -63372.98 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -63433.703125 Penalty: 691.454346 Iteration 5Q: 3 clusters Score -63433.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -63486.515625 Penalty: 691.454346 Iteration 6Q: 3 clusters Score -63486.52 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -63535.152344 Penalty: 691.454346 Iteration 7Q: 3 clusters Score -63535.15 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -63565.828125 Penalty: 691.454346 Iteration 8Q: 3 clusters Score -63565.83 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -63589.691406 Penalty: 691.454346 Iteration 9Q: 3 clusters Score -63589.69 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -63616.050781 Penalty: 691.454346 Iteration 10Q: 3 clusters Score -63616.05 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -63633.992188 Penalty: 691.454346 Iteration 11Q: 3 clusters Score -63633.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -63649.132812 Penalty: 691.454346 Iteration 12Q: 3 clusters Score -63649.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -63663.398438 Penalty: 691.454346 Iteration 13Q: 3 clusters Score -63663.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -63670.285156 Penalty: 691.454346 Iteration 14Q: 3 clusters Score -63670.29 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -63674.390625 Penalty: 691.454346 Iteration 15Q: 3 clusters Score -63674.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -63684.792969 Penalty: 691.454346 Iteration 16Q: 3 clusters Score -63684.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -63694.812500 Penalty: 691.454346 Iteration 17Q: 3 clusters Score -63694.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -63702.343750 Penalty: 691.454346 Iteration 18Q: 3 clusters Score -63702.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -63706.769531 Penalty: 691.454346 Iteration 19Q: 3 clusters Score -63706.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -63710.707031 Penalty: 691.454346 Iteration 20F: 3 clusters Score -63710.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -63717.925781 Penalty: 691.454346 Iteration 21Q: 3 clusters Score -63717.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -63727.175781 Penalty: 691.454346 Iteration 22Q: 3 clusters Score -63727.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -63732.921875 Penalty: 691.454346 Iteration 23Q: 3 clusters Score -63732.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -63738.945312 Penalty: 691.454346 Iteration 24Q: 3 clusters Score -63738.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -63747.773438 Penalty: 691.454346 Iteration 25Q: 3 clusters Score -63747.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -63759.476562 Penalty: 691.454346 Iteration 26Q: 3 clusters Score -63759.48 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -63769.519531 Penalty: 691.454346 Iteration 27Q: 3 clusters Score -63769.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -63772.527344 Penalty: 691.454346 Iteration 28Q: 3 clusters Score -63772.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -63774.082031 Penalty: 691.454346 Iteration 29Q: 3 clusters Score -63774.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -63774.386719 Penalty: 691.454346 Iteration 30Q: 3 clusters Score -63774.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -63774.386719 Penalty: 691.454346 Iteration 31F: 3 clusters Score -63774.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (7527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7527 members Entering Unmasked Estep Score: -276326.687500 Penalty: 406.144440 Iteration 0F: 2 clusters Score -276326.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -271364.093750 Penalty: 812.288879 Iteration 0F: 3 clusters Score -271364.1 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -273425.218750 Penalty: 812.288879 Iteration 1F: 3 clusters Score -273425.2 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -273705.375000 Penalty: 812.288879 Iteration 2F: 3 clusters Score -273705.4 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -274059.468750 Penalty: 812.288879 Iteration 3F: 3 clusters Score -274059.5 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -274473.718750 Penalty: 812.288879 Iteration 4F: 3 clusters Score -274473.7 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -274748.625000 Penalty: 812.288879 Iteration 5F: 3 clusters Score -274748.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -274923.312500 Penalty: 812.288879 Iteration 6Q: 3 clusters Score -274923.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -275061.187500 Penalty: 812.288879 Iteration 7Q: 3 clusters Score -275061.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -275179.125000 Penalty: 812.288879 Iteration 8Q: 3 clusters Score -275179.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -275269.125000 Penalty: 812.288879 Iteration 9Q: 3 clusters Score -275269.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -275349.875000 Penalty: 812.288879 Iteration 10Q: 3 clusters Score -275349.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -275433.906250 Penalty: 812.288879 Iteration 11Q: 3 clusters Score -275433.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -275503.406250 Penalty: 812.288879 Iteration 12Q: 3 clusters Score -275503.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -275560.093750 Penalty: 812.288879 Iteration 13Q: 3 clusters Score -275560.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -275615.656250 Penalty: 812.288879 Iteration 14Q: 3 clusters Score -275615.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -275679.500000 Penalty: 812.288879 Iteration 15Q: 3 clusters Score -275679.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -275737.781250 Penalty: 812.288879 Iteration 16Q: 3 clusters Score -275737.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -275784.906250 Penalty: 812.288879 Iteration 17Q: 3 clusters Score -275784.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -275817.625000 Penalty: 812.288879 Iteration 18Q: 3 clusters Score -275817.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7105 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -275843.000000 Penalty: 812.288879 Iteration 19Q: 3 clusters Score -275843 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -275864.656250 Penalty: 812.288879 Iteration 20F: 3 clusters Score -275864.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -275889.312500 Penalty: 812.288879 Iteration 21Q: 3 clusters Score -275889.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -275914.156250 Penalty: 812.288879 Iteration 22Q: 3 clusters Score -275914.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -275932.500000 Penalty: 812.288879 Iteration 23Q: 3 clusters Score -275932.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -275948.187500 Penalty: 812.288879 Iteration 24Q: 3 clusters Score -275948.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -275959.812500 Penalty: 812.288879 Iteration 25Q: 3 clusters Score -275959.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -275970.312500 Penalty: 812.288879 Iteration 26Q: 3 clusters Score -275970.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -275974.687500 Penalty: 812.288879 Iteration 27Q: 3 clusters Score -275974.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -275978.812500 Penalty: 812.288879 Iteration 28Q: 3 clusters Score -275978.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -275984.093750 Penalty: 812.288879 Iteration 29Q: 3 clusters Score -275984.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -275989.312500 Penalty: 812.288879 Iteration 30Q: 3 clusters Score -275989.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -275994.125000 Penalty: 812.288879 Iteration 31Q: 3 clusters Score -275994.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7374 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -275996.718750 Penalty: 812.288879 Iteration 32Q: 3 clusters Score -275996.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -275999.343750 Penalty: 812.288879 Iteration 33Q: 3 clusters Score -275999.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -276006.656250 Penalty: 812.288879 Iteration 34Q: 3 clusters Score -276006.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -276009.375000 Penalty: 812.288879 Iteration 35Q: 3 clusters Score -276009.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -276012.718750 Penalty: 812.288879 Iteration 36Q: 3 clusters Score -276012.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -276016.687500 Penalty: 812.288879 Iteration 37Q: 3 clusters Score -276016.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -276019.156250 Penalty: 812.288879 Iteration 38Q: 3 clusters Score -276019.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -276021.062500 Penalty: 812.288879 Iteration 39Q: 3 clusters Score -276021.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -276023.312500 Penalty: 812.288879 Iteration 40F: 3 clusters Score -276023.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Entering Unmasked Estep Score: -39669.628906 Penalty: 323.462341 Iteration 0F: 2 clusters Score -39669.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -38691.671875 Penalty: 646.924683 Iteration 0F: 3 clusters Score -38691.67 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -38992.554688 Penalty: 646.924683 Iteration 1F: 3 clusters Score -38992.55 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -39086.820312 Penalty: 646.924683 Iteration 2F: 3 clusters Score -39086.82 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -39169.750000 Penalty: 646.924683 Iteration 3F: 3 clusters Score -39169.75 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -39247.734375 Penalty: 646.924683 Iteration 4F: 3 clusters Score -39247.73 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -39305.601562 Penalty: 646.924683 Iteration 5F: 3 clusters Score -39305.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -39347.019531 Penalty: 646.924683 Iteration 6Q: 3 clusters Score -39347.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -39379.425781 Penalty: 646.924683 Iteration 7Q: 3 clusters Score -39379.43 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -39398.402344 Penalty: 646.924683 Iteration 8Q: 3 clusters Score -39398.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -39405.414062 Penalty: 646.924683 Iteration 9Q: 3 clusters Score -39405.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -39411.085938 Penalty: 646.924683 Iteration 10Q: 3 clusters Score -39411.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -39413.808594 Penalty: 646.924683 Iteration 11Q: 3 clusters Score -39413.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -39417.414062 Penalty: 646.924683 Iteration 12Q: 3 clusters Score -39417.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -39421.542969 Penalty: 646.924683 Iteration 13Q: 3 clusters Score -39421.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -39425.375000 Penalty: 646.924683 Iteration 14Q: 3 clusters Score -39425.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -39426.804688 Penalty: 646.924683 Iteration 15Q: 3 clusters Score -39426.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -39427.570312 Penalty: 646.924683 Iteration 16Q: 3 clusters Score -39427.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -39428.863281 Penalty: 646.924683 Iteration 17Q: 3 clusters Score -39428.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -39434.960938 Penalty: 646.924683 Iteration 18Q: 3 clusters Score -39434.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -39437.238281 Penalty: 646.924683 Iteration 19Q: 3 clusters Score -39437.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -39438.410156 Penalty: 646.924683 Iteration 20F: 3 clusters Score -39438.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -39438.718750 Penalty: 646.924683 Iteration 21Q: 3 clusters Score -39438.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -39438.718750 Penalty: 646.924683 Iteration 22F: 3 clusters Score -39438.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Entering Unmasked Estep Score: -71591.804688 Penalty: 354.701935 Iteration 0F: 2 clusters Score -71591.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -69864.593750 Penalty: 709.403870 Iteration 0F: 3 clusters Score -69864.59 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -70412.265625 Penalty: 709.403870 Iteration 1F: 3 clusters Score -70412.27 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -70548.906250 Penalty: 709.403870 Iteration 2F: 3 clusters Score -70548.91 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -70749.445312 Penalty: 709.403870 Iteration 3F: 3 clusters Score -70749.45 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -70955.187500 Penalty: 709.403870 Iteration 4F: 3 clusters Score -70955.19 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -71083.125000 Penalty: 709.403870 Iteration 5F: 3 clusters Score -71083.12 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -71160.140625 Penalty: 709.403870 Iteration 6Q: 3 clusters Score -71160.14 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -71199.148438 Penalty: 709.403870 Iteration 7Q: 3 clusters Score -71199.15 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -71219.210938 Penalty: 709.403870 Iteration 8Q: 3 clusters Score -71219.21 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -71232.617188 Penalty: 709.403870 Iteration 9Q: 3 clusters Score -71232.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -71242.960938 Penalty: 709.403870 Iteration 10Q: 3 clusters Score -71242.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -71251.117188 Penalty: 709.403870 Iteration 11Q: 3 clusters Score -71251.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -71258.335938 Penalty: 709.403870 Iteration 12Q: 3 clusters Score -71258.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -71261.445312 Penalty: 709.403870 Iteration 13Q: 3 clusters Score -71261.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -71264.437500 Penalty: 709.403870 Iteration 14Q: 3 clusters Score -71264.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -71266.101562 Penalty: 709.403870 Iteration 15Q: 3 clusters Score -71266.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -71266.515625 Penalty: 709.403870 Iteration 16Q: 3 clusters Score -71266.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -71266.812500 Penalty: 709.403870 Iteration 17Q: 3 clusters Score -71266.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -71267.500000 Penalty: 709.403870 Iteration 18Q: 3 clusters Score -71267.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -71268.773438 Penalty: 709.403870 Iteration 19Q: 3 clusters Score -71268.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -71271.296875 Penalty: 709.403870 Iteration 20F: 3 clusters Score -71271.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -71274.820312 Penalty: 709.403870 Iteration 21Q: 3 clusters Score -71274.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -71277.296875 Penalty: 709.403870 Iteration 22Q: 3 clusters Score -71277.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -71278.664062 Penalty: 709.403870 Iteration 23Q: 3 clusters Score -71278.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -71279.640625 Penalty: 709.403870 Iteration 24Q: 3 clusters Score -71279.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -71281.125000 Penalty: 709.403870 Iteration 25Q: 3 clusters Score -71281.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -71281.210938 Penalty: 709.403870 Iteration 26Q: 3 clusters Score -71281.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -71281.210938 Penalty: 709.403870 Iteration 27F: 3 clusters Score -71281.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -20967.582031 Penalty: 291.362610 Iteration 0F: 2 clusters Score -20967.58 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 315 members Entering Unmasked Estep Score: -20412.070312 Penalty: 582.725220 Iteration 0F: 3 clusters Score -20412.07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -20541.101562 Penalty: 582.725220 Iteration 1F: 3 clusters Score -20541.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20577.929688 Penalty: 582.725220 Iteration 2F: 3 clusters Score -20577.93 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -20592.099609 Penalty: 582.725220 Iteration 3F: 3 clusters Score -20592.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -20605.730469 Penalty: 582.725220 Iteration 4Q: 3 clusters Score -20605.73 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -20623.505859 Penalty: 582.725220 Iteration 5Q: 3 clusters Score -20623.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -20634.634766 Penalty: 582.725220 Iteration 6Q: 3 clusters Score -20634.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -20641.841797 Penalty: 582.725220 Iteration 7Q: 3 clusters Score -20641.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -20647.572266 Penalty: 582.725220 Iteration 8Q: 3 clusters Score -20647.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20653.912109 Penalty: 582.725220 Iteration 9Q: 3 clusters Score -20653.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -20662.462891 Penalty: 582.725220 Iteration 10Q: 3 clusters Score -20662.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -20666.720703 Penalty: 582.725220 Iteration 11Q: 3 clusters Score -20666.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -20672.214844 Penalty: 582.725220 Iteration 12Q: 3 clusters Score -20672.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -20674.308594 Penalty: 582.725220 Iteration 13Q: 3 clusters Score -20674.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -20680.296875 Penalty: 582.725220 Iteration 14Q: 3 clusters Score -20680.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20687.394531 Penalty: 582.725220 Iteration 15Q: 3 clusters Score -20687.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -20696.031250 Penalty: 582.725220 Iteration 16Q: 3 clusters Score -20696.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -20701.367188 Penalty: 582.725220 Iteration 17Q: 3 clusters Score -20701.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -20702.800781 Penalty: 582.725220 Iteration 18Q: 3 clusters Score -20702.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -20704.318359 Penalty: 582.725220 Iteration 19Q: 3 clusters Score -20704.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -20706.037109 Penalty: 582.725220 Iteration 20F: 3 clusters Score -20706.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -20706.921875 Penalty: 582.725220 Iteration 21Q: 3 clusters Score -20706.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -20707.064453 Penalty: 582.725220 Iteration 22Q: 3 clusters Score -20707.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -20707.183594 Penalty: 582.725220 Iteration 23Q: 3 clusters Score -20707.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -20707.513672 Penalty: 582.725220 Iteration 24Q: 3 clusters Score -20707.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -20707.513672 Penalty: 582.725220 Iteration 25F: 3 clusters Score -20707.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (333 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Entering Unmasked Estep Score: -9182.879883 Penalty: 264.270477 Iteration 0F: 2 clusters Score -9182.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -8806.050781 Penalty: 528.540955 Iteration 0F: 3 clusters Score -8806.051 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -8923.982422 Penalty: 528.540955 Iteration 1F: 3 clusters Score -8923.982 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -8960.259766 Penalty: 528.540955 Iteration 2F: 3 clusters Score -8960.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -8977.979492 Penalty: 528.540955 Iteration 3Q: 3 clusters Score -8977.979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -8989.425781 Penalty: 528.540955 Iteration 4Q: 3 clusters Score -8989.426 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -9001.807617 Penalty: 528.540955 Iteration 5Q: 3 clusters Score -9001.808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -9011.492188 Penalty: 528.540955 Iteration 6Q: 3 clusters Score -9011.492 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -9020.188477 Penalty: 528.540955 Iteration 7Q: 3 clusters Score -9020.188 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -9026.833984 Penalty: 528.540955 Iteration 8Q: 3 clusters Score -9026.834 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -9032.179688 Penalty: 528.540955 Iteration 9Q: 3 clusters Score -9032.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9034.005859 Penalty: 528.540955 Iteration 10Q: 3 clusters Score -9034.006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9037.994141 Penalty: 528.540955 Iteration 11Q: 3 clusters Score -9037.994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -9037.994141 Penalty: 528.540955 Iteration 12F: 3 clusters Score -9037.994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2346 members Mstep: Class 3 contains 607 members Mstep: Class 4 contains 28377 members Mstep: Class 5 contains 10716 members Mstep: Class 6 contains 6011 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 3705 members Mstep: Class 9 contains 916 members Mstep: Class 10 contains 1920 members Mstep: Class 11 contains 2568 members Mstep: Class 12 contains 29677 members Mstep: Class 13 contains 13644 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10498 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8819 members Mstep: Class 20 contains 1498 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Entering Unmasked Estep ConsiderDeletion Score: -4957846.500000 Penalty: 14685.705078 Iteration 119Q: 28 clusters Score -4957846 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 2332 members Mstep: Class 3 contains 671 members Mstep: Class 4 contains 28437 members Mstep: Class 5 contains 10698 members Mstep: Class 6 contains 5958 members Mstep: Class 7 contains 871 members Mstep: Class 8 contains 3688 members Mstep: Class 9 contains 918 members Mstep: Class 10 contains 1905 members Mstep: Class 11 contains 2575 members Mstep: Class 12 contains 29678 members Mstep: Class 13 contains 13644 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10497 members Mstep: Class 16 contains 399 members Mstep: Class 17 contains 15253 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8835 members Mstep: Class 20 contains 1518 members Mstep: Class 21 contains 1996 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1221 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 660 members Entering Unmasked Estep ConsiderDeletion Score: -4957973.000000 Penalty: 14685.705078 Iteration 120F: 28 clusters Score -4957973 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 2312 members Mstep: Class 3 contains 760 members Mstep: Class 4 contains 28474 members Mstep: Class 5 contains 10674 members Mstep: Class 6 contains 5888 members Mstep: Class 7 contains 864 members Mstep: Class 8 contains 3662 members Mstep: Class 9 contains 913 members Mstep: Class 10 contains 1886 members Mstep: Class 11 contains 2570 members Mstep: Class 12 contains 29682 members Mstep: Class 13 contains 13617 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10494 members Mstep: Class 16 contains 399 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8855 members Mstep: Class 20 contains 1538 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1221 members Mstep: Class 24 contains 2430 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 697 members Entering Unmasked Estep ConsiderDeletion Score: -4958108.500000 Penalty: 14685.705078 Iteration 121Q: 28 clusters Score -4958108 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2291 members Mstep: Class 3 contains 840 members Mstep: Class 4 contains 28516 members Mstep: Class 5 contains 10655 members Mstep: Class 6 contains 5824 members Mstep: Class 7 contains 862 members Mstep: Class 8 contains 3643 members Mstep: Class 9 contains 903 members Mstep: Class 10 contains 1873 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 29681 members Mstep: Class 13 contains 13592 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10492 members Mstep: Class 16 contains 394 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8877 members Mstep: Class 20 contains 1556 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 723 members Entering Unmasked Estep ConsiderDeletion Score: -4958211.500000 Penalty: 14685.705078 Iteration 122Q: 28 clusters Score -4958212 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 2270 members Mstep: Class 3 contains 915 members Mstep: Class 4 contains 28544 members Mstep: Class 5 contains 10640 members Mstep: Class 6 contains 5760 members Mstep: Class 7 contains 857 members Mstep: Class 8 contains 3627 members Mstep: Class 9 contains 904 members Mstep: Class 10 contains 1857 members Mstep: Class 11 contains 2565 members Mstep: Class 12 contains 29684 members Mstep: Class 13 contains 13576 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10490 members Mstep: Class 16 contains 395 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8898 members Mstep: Class 20 contains 1571 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 741 members Entering Unmasked Estep ConsiderDeletion Score: -4958303.500000 Penalty: 14685.705078 Iteration 123Q: 28 clusters Score -4958304 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2245 members Mstep: Class 3 contains 976 members Mstep: Class 4 contains 28571 members Mstep: Class 5 contains 10627 members Mstep: Class 6 contains 5710 members Mstep: Class 7 contains 853 members Mstep: Class 8 contains 3606 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 1847 members Mstep: Class 11 contains 2564 members Mstep: Class 12 contains 29683 members Mstep: Class 13 contains 13566 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10491 members Mstep: Class 16 contains 395 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8915 members Mstep: Class 20 contains 1591 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -4958331.500000 Penalty: 14685.705078 Iteration 124Q: 28 clusters Score -4958332 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 2232 members Mstep: Class 3 contains 1027 members Mstep: Class 4 contains 28599 members Mstep: Class 5 contains 10617 members Mstep: Class 6 contains 5670 members Mstep: Class 7 contains 852 members Mstep: Class 8 contains 3585 members Mstep: Class 9 contains 907 members Mstep: Class 10 contains 1845 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29680 members Mstep: Class 13 contains 13559 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10487 members Mstep: Class 16 contains 395 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8926 members Mstep: Class 20 contains 1601 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1213 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 334 members Mstep: Class 27 contains 751 members Entering Unmasked Estep ConsiderDeletion Score: -4958349.500000 Penalty: 14685.705078 Iteration 125Q: 28 clusters Score -4958350 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 2219 members Mstep: Class 3 contains 1066 members Mstep: Class 4 contains 28627 members Mstep: Class 5 contains 10618 members Mstep: Class 6 contains 5633 members Mstep: Class 7 contains 851 members Mstep: Class 8 contains 3566 members Mstep: Class 9 contains 905 members Mstep: Class 10 contains 1838 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29678 members Mstep: Class 13 contains 13554 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10481 members Mstep: Class 16 contains 398 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8941 members Mstep: Class 20 contains 1608 members Mstep: Class 21 contains 1995 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1213 members Mstep: Class 24 contains 2432 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 753 members Entering Unmasked Estep ConsiderDeletion Score: -4958385.000000 Penalty: 14685.705078 Iteration 126Q: 28 clusters Score -4958385 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2211 members Mstep: Class 3 contains 1106 members Mstep: Class 4 contains 28660 members Mstep: Class 5 contains 10611 members Mstep: Class 6 contains 5604 members Mstep: Class 7 contains 851 members Mstep: Class 8 contains 3538 members Mstep: Class 9 contains 902 members Mstep: Class 10 contains 1832 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29675 members Mstep: Class 13 contains 13548 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10481 members Mstep: Class 16 contains 402 members Mstep: Class 17 contains 15254 members Mstep: Class 18 contains 1430 members Mstep: Class 19 contains 8950 members Mstep: Class 20 contains 1614 members Mstep: Class 21 contains 1997 members Mstep: Class 22 contains 7527 members Mstep: Class 23 contains 1213 members Mstep: Class 24 contains 2432 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 333 members Mstep: Class 27 contains 754 members Entering Unmasked Estep ConsiderDeletion Score: -4958410.000000 Penalty: 14685.705078 Iteration 127Q: 28 clusters Score -4958410 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 2209 members Mstep: Class 3 contains 1145 members Mstep: Class 4 contains 28689 members Mstep: Class 5 contains 10605 members Mstep: Class 6 contains 5573 members Mstep: Class 7 contains 851 members Mstep: Class 8 contains 3520 members Mstep: Class 9 contains 900 members Mstep: Class 10 contains 1827 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29674 members Mstep: Class 13 contains 13544 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10471 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 15249 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 8952 members Mstep: Class 20 contains 1621 members Mstep: Class 21 contains 2000 members Mstep: Class 22 contains 7526 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 334 members Mstep: Class 27 contains 755 members Entering Unmasked Estep ConsiderDeletion Score: -4958442.000000 Penalty: 14685.705078 Iteration 128Q: 28 clusters Score -4958442 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 2205 members Mstep: Class 3 contains 1185 members Mstep: Class 4 contains 28711 members Mstep: Class 5 contains 10600 members Mstep: Class 6 contains 5534 members Mstep: Class 7 contains 852 members Mstep: Class 8 contains 3509 members Mstep: Class 9 contains 898 members Mstep: Class 10 contains 1824 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29671 members Mstep: Class 13 contains 13539 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10463 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15248 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 8957 members Mstep: Class 20 contains 1629 members Mstep: Class 21 contains 2000 members Mstep: Class 22 contains 7523 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 2431 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 338 members Mstep: Class 27 contains 756 members Entering Unmasked Estep ConsiderDeletion Score: -4958474.000000 Penalty: 14685.705078 Iteration 129Q: 28 clusters Score -4958474 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2198 members Mstep: Class 3 contains 1231 members Mstep: Class 4 contains 28726 members Mstep: Class 5 contains 10595 members Mstep: Class 6 contains 5495 members Mstep: Class 7 contains 851 members Mstep: Class 8 contains 3500 members Mstep: Class 9 contains 897 members Mstep: Class 10 contains 1815 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29670 members Mstep: Class 13 contains 13537 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10455 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 15247 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 8964 members Mstep: Class 20 contains 1640 members Mstep: Class 21 contains 2001 members Mstep: Class 22 contains 7521 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 2435 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 339 members Mstep: Class 27 contains 760 members Entering Unmasked Estep ConsiderDeletion Score: -4958486.500000 Penalty: 14685.705078 Iteration 130Q: 28 clusters Score -4958486 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2198 members Mstep: Class 3 contains 1268 members Mstep: Class 4 contains 28741 members Mstep: Class 5 contains 10586 members Mstep: Class 6 contains 5463 members Mstep: Class 7 contains 850 members Mstep: Class 8 contains 3491 members Mstep: Class 9 contains 893 members Mstep: Class 10 contains 1810 members Mstep: Class 11 contains 2561 members Mstep: Class 12 contains 29669 members Mstep: Class 13 contains 13533 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10448 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15248 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 8966 members Mstep: Class 20 contains 1650 members Mstep: Class 21 contains 2000 members Mstep: Class 22 contains 7516 members Mstep: Class 23 contains 1216 members Mstep: Class 24 contains 2438 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 343 members Mstep: Class 27 contains 766 members Entering Unmasked Estep ConsiderDeletion Score: -4958486.500000 Penalty: 14685.705078 Iteration 131Q: 28 clusters Score -4958486 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2197 members Mstep: Class 3 contains 1312 members Mstep: Class 4 contains 28757 members Mstep: Class 5 contains 10571 members Mstep: Class 6 contains 5437 members Mstep: Class 7 contains 850 members Mstep: Class 8 contains 3484 members Mstep: Class 9 contains 884 members Mstep: Class 10 contains 1805 members Mstep: Class 11 contains 2561 members Mstep: Class 12 contains 29668 members Mstep: Class 13 contains 13530 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10444 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 15250 members Mstep: Class 18 contains 1431 members Mstep: Class 19 contains 8968 members Mstep: Class 20 contains 1657 members Mstep: Class 21 contains 2001 members Mstep: Class 22 contains 7514 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 2441 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 342 members Mstep: Class 27 contains 769 members Entering Unmasked Estep ConsiderDeletion Score: -4958511.000000 Penalty: 14685.705078 Iteration 132Q: 28 clusters Score -4958511 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2197 members Mstep: Class 3 contains 1346 members Mstep: Class 4 contains 28771 members Mstep: Class 5 contains 10554 members Mstep: Class 6 contains 5409 members Mstep: Class 7 contains 848 members Mstep: Class 8 contains 3482 members Mstep: Class 9 contains 883 members Mstep: Class 10 contains 1798 members Mstep: Class 11 contains 2561 members Mstep: Class 12 contains 29665 members Mstep: Class 13 contains 13528 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10440 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 15250 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8969 members Mstep: Class 20 contains 1668 members Mstep: Class 21 contains 2000 members Mstep: Class 22 contains 7512 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 343 members Mstep: Class 27 contains 774 members Entering Unmasked Estep ConsiderDeletion Score: -4958509.000000 Penalty: 14685.705078 Iteration 133Q: 28 clusters Score -4958509 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 2198 members Mstep: Class 3 contains 1372 members Mstep: Class 4 contains 28788 members Mstep: Class 5 contains 10541 members Mstep: Class 6 contains 5385 members Mstep: Class 7 contains 848 members Mstep: Class 8 contains 3481 members Mstep: Class 9 contains 881 members Mstep: Class 10 contains 1795 members Mstep: Class 11 contains 2562 members Mstep: Class 12 contains 29662 members Mstep: Class 13 contains 13524 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10434 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 15247 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8969 members Mstep: Class 20 contains 1676 members Mstep: Class 21 contains 2001 members Mstep: Class 22 contains 7512 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 344 members Mstep: Class 27 contains 777 members Entering Unmasked Estep ConsiderDeletion Score: -4958530.000000 Penalty: 14685.705078 Iteration 134Q: 28 clusters Score -4958530 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 2196 members Mstep: Class 3 contains 1392 members Mstep: Class 4 contains 28803 members Mstep: Class 5 contains 10536 members Mstep: Class 6 contains 5369 members Mstep: Class 7 contains 847 members Mstep: Class 8 contains 3474 members Mstep: Class 9 contains 880 members Mstep: Class 10 contains 1792 members Mstep: Class 11 contains 2561 members Mstep: Class 12 contains 29659 members Mstep: Class 13 contains 13522 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10427 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 15244 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8972 members Mstep: Class 20 contains 1684 members Mstep: Class 21 contains 2002 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 780 members Entering Unmasked Estep ConsiderDeletion Score: -4958535.500000 Penalty: 14685.705078 Iteration 135Q: 28 clusters Score -4958536 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2193 members Mstep: Class 3 contains 1409 members Mstep: Class 4 contains 28818 members Mstep: Class 5 contains 10531 members Mstep: Class 6 contains 5358 members Mstep: Class 7 contains 847 members Mstep: Class 8 contains 3470 members Mstep: Class 9 contains 878 members Mstep: Class 10 contains 1786 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29657 members Mstep: Class 13 contains 13520 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10422 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8975 members Mstep: Class 20 contains 1690 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958540.000000 Penalty: 14685.705078 Iteration 136Q: 28 clusters Score -4958540 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2190 members Mstep: Class 3 contains 1422 members Mstep: Class 4 contains 28830 members Mstep: Class 5 contains 10527 members Mstep: Class 6 contains 5349 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3466 members Mstep: Class 9 contains 878 members Mstep: Class 10 contains 1785 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29656 members Mstep: Class 13 contains 13520 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10414 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8977 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958555.000000 Penalty: 14685.705078 Iteration 137Q: 28 clusters Score -4958555 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2187 members Mstep: Class 3 contains 1440 members Mstep: Class 4 contains 28848 members Mstep: Class 5 contains 10519 members Mstep: Class 6 contains 5337 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3463 members Mstep: Class 9 contains 874 members Mstep: Class 10 contains 1784 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29656 members Mstep: Class 13 contains 13519 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10407 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8979 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958560.000000 Penalty: 14685.705078 Iteration 138Q: 28 clusters Score -4958560 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2184 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 28864 members Mstep: Class 5 contains 10515 members Mstep: Class 6 contains 5324 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3457 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 1784 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29656 members Mstep: Class 13 contains 13519 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10404 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8985 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1213 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958564.500000 Penalty: 14685.705078 Iteration 139Q: 28 clusters Score -4958564 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2182 members Mstep: Class 3 contains 1456 members Mstep: Class 4 contains 28880 members Mstep: Class 5 contains 10511 members Mstep: Class 6 contains 5314 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3449 members Mstep: Class 9 contains 874 members Mstep: Class 10 contains 1783 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29658 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10402 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8989 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1213 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958591.500000 Penalty: 14685.705078 Iteration 140F: 28 clusters Score -4958592 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2181 members Mstep: Class 3 contains 1479 members Mstep: Class 4 contains 28886 members Mstep: Class 5 contains 10509 members Mstep: Class 6 contains 5296 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3442 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 1781 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29658 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10403 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8995 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1212 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958582.500000 Penalty: 14685.705078 Iteration 141Q: 28 clusters Score -4958582 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2184 members Mstep: Class 3 contains 1499 members Mstep: Class 4 contains 28896 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 5278 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3433 members Mstep: Class 9 contains 872 members Mstep: Class 10 contains 1781 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29657 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10402 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8996 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1211 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958582.000000 Penalty: 14685.705078 Iteration 142Q: 28 clusters Score -4958582 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1513 members Mstep: Class 4 contains 28903 members Mstep: Class 5 contains 10508 members Mstep: Class 6 contains 5265 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3424 members Mstep: Class 9 contains 872 members Mstep: Class 10 contains 1779 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29658 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10402 members Mstep: Class 16 contains 408 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8997 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1210 members Mstep: Class 24 contains 2443 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958606.000000 Penalty: 14685.705078 Iteration 143Q: 28 clusters Score -4958606 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2186 members Mstep: Class 3 contains 1531 members Mstep: Class 4 contains 28913 members Mstep: Class 5 contains 10505 members Mstep: Class 6 contains 5253 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3416 members Mstep: Class 9 contains 872 members Mstep: Class 10 contains 1778 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29658 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10399 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 8997 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1209 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958626.000000 Penalty: 14685.705078 Iteration 144Q: 28 clusters Score -4958626 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 2181 members Mstep: Class 3 contains 1541 members Mstep: Class 4 contains 28919 members Mstep: Class 5 contains 10503 members Mstep: Class 6 contains 5244 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 873 members Mstep: Class 10 contains 1775 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29657 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10398 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9002 members Mstep: Class 20 contains 1696 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958614.000000 Penalty: 14685.705078 Iteration 145Q: 28 clusters Score -4958614 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 2172 members Mstep: Class 3 contains 1553 members Mstep: Class 4 contains 28921 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5232 members Mstep: Class 7 contains 847 members Mstep: Class 8 contains 3410 members Mstep: Class 9 contains 874 members Mstep: Class 10 contains 1775 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29655 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10397 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9014 members Mstep: Class 20 contains 1695 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958618.500000 Penalty: 14685.705078 Iteration 146Q: 28 clusters Score -4958618 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2160 members Mstep: Class 3 contains 1557 members Mstep: Class 4 contains 28931 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5225 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3406 members Mstep: Class 9 contains 874 members Mstep: Class 10 contains 1776 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29655 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10394 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9026 members Mstep: Class 20 contains 1696 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958622.500000 Penalty: 14685.705078 Iteration 147Q: 28 clusters Score -4958622 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2149 members Mstep: Class 3 contains 1560 members Mstep: Class 4 contains 28940 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5220 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3398 members Mstep: Class 9 contains 875 members Mstep: Class 10 contains 1775 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29655 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10393 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9037 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958631.500000 Penalty: 14685.705078 Iteration 148Q: 28 clusters Score -4958632 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2136 members Mstep: Class 3 contains 1563 members Mstep: Class 4 contains 28952 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5217 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3384 members Mstep: Class 9 contains 875 members Mstep: Class 10 contains 1774 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29656 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10394 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9050 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958620.000000 Penalty: 14685.705078 Iteration 149Q: 28 clusters Score -4958620 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2128 members Mstep: Class 3 contains 1566 members Mstep: Class 4 contains 28956 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5214 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3376 members Mstep: Class 9 contains 875 members Mstep: Class 10 contains 1772 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29657 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10396 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9061 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958623.000000 Penalty: 14685.705078 Iteration 150Q: 28 clusters Score -4958623 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 2116 members Mstep: Class 3 contains 1569 members Mstep: Class 4 contains 28960 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5212 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3373 members Mstep: Class 9 contains 875 members Mstep: Class 10 contains 1769 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29657 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10396 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9075 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958636.000000 Penalty: 14685.705078 Iteration 151Q: 28 clusters Score -4958636 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2108 members Mstep: Class 3 contains 1573 members Mstep: Class 4 contains 28965 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5209 members Mstep: Class 7 contains 846 members Mstep: Class 8 contains 3367 members Mstep: Class 9 contains 876 members Mstep: Class 10 contains 1769 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29657 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10394 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9086 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958648.000000 Penalty: 14685.705078 Iteration 152Q: 28 clusters Score -4958648 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2094 members Mstep: Class 3 contains 1576 members Mstep: Class 4 contains 28977 members Mstep: Class 5 contains 10505 members Mstep: Class 6 contains 5210 members Mstep: Class 7 contains 847 members Mstep: Class 8 contains 3354 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1767 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29656 members Mstep: Class 13 contains 13515 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10393 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9099 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958644.500000 Penalty: 14685.705078 Iteration 153Q: 28 clusters Score -4958644 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2084 members Mstep: Class 3 contains 1579 members Mstep: Class 4 contains 28991 members Mstep: Class 5 contains 10505 members Mstep: Class 6 contains 5211 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3341 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1767 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29654 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10390 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9109 members Mstep: Class 20 contains 1695 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958644.500000 Penalty: 14685.705078 Iteration 154Q: 28 clusters Score -4958644 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2074 members Mstep: Class 3 contains 1583 members Mstep: Class 4 contains 29000 members Mstep: Class 5 contains 10505 members Mstep: Class 6 contains 5208 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3335 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1766 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29652 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10385 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9122 members Mstep: Class 20 contains 1695 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958641.500000 Penalty: 14685.705078 Iteration 155Q: 28 clusters Score -4958642 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2071 members Mstep: Class 3 contains 1585 members Mstep: Class 4 contains 29006 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5205 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3328 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1766 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29651 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10384 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9128 members Mstep: Class 20 contains 1695 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958634.500000 Penalty: 14685.705078 Iteration 156Q: 28 clusters Score -4958634 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2068 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29014 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3319 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1766 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10381 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9136 members Mstep: Class 20 contains 1696 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958637.000000 Penalty: 14685.705078 Iteration 157Q: 28 clusters Score -4958637 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2066 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29020 members Mstep: Class 5 contains 10508 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3314 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1762 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10378 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9141 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958628.000000 Penalty: 14685.705078 Iteration 158Q: 28 clusters Score -4958628 nChanged 33 Entering ConstructFrom: Score: -4958628.000000 Penalty: 14685.705078 Entering ConstructFrom: Trying to split cluster 1 (885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Entering Unmasked Estep Score: -20255.384766 Penalty: 308.744232 Iteration 0F: 2 clusters Score -20255.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -19556.529297 Penalty: 617.488464 Iteration 0F: 3 clusters Score -19556.53 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -19758.707031 Penalty: 617.488464 Iteration 1F: 3 clusters Score -19758.71 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -19851.029297 Penalty: 617.488464 Iteration 2F: 3 clusters Score -19851.03 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -19940.226562 Penalty: 617.488464 Iteration 3F: 3 clusters Score -19940.23 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -20031.341797 Penalty: 617.488464 Iteration 4F: 3 clusters Score -20031.34 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -20093.878906 Penalty: 617.488464 Iteration 5F: 3 clusters Score -20093.88 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -20141.871094 Penalty: 617.488464 Iteration 6Q: 3 clusters Score -20141.87 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -20177.107422 Penalty: 617.488464 Iteration 7Q: 3 clusters Score -20177.11 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -20192.710938 Penalty: 617.488464 Iteration 8Q: 3 clusters Score -20192.71 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -20209.058594 Penalty: 617.488464 Iteration 9Q: 3 clusters Score -20209.06 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20221.994141 Penalty: 617.488464 Iteration 10Q: 3 clusters Score -20221.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -20232.007812 Penalty: 617.488464 Iteration 11Q: 3 clusters Score -20232.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -20238.818359 Penalty: 617.488464 Iteration 12Q: 3 clusters Score -20238.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -20242.771484 Penalty: 617.488464 Iteration 13Q: 3 clusters Score -20242.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -20247.583984 Penalty: 617.488464 Iteration 14Q: 3 clusters Score -20247.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -20250.220703 Penalty: 617.488464 Iteration 15Q: 3 clusters Score -20250.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -20251.205078 Penalty: 617.488464 Iteration 16Q: 3 clusters Score -20251.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -20252.218750 Penalty: 617.488464 Iteration 17Q: 3 clusters Score -20252.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -20253.144531 Penalty: 617.488464 Iteration 18Q: 3 clusters Score -20253.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -20253.681641 Penalty: 617.488464 Iteration 19Q: 3 clusters Score -20253.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -20253.894531 Penalty: 617.488464 Iteration 20F: 3 clusters Score -20253.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -20254.044922 Penalty: 617.488464 Iteration 21Q: 3 clusters Score -20254.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -20254.210938 Penalty: 617.488464 Iteration 22Q: 3 clusters Score -20254.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -20254.210938 Penalty: 617.488464 Iteration 23F: 3 clusters Score -20254.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (2062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Entering Unmasked Estep Score: -72711.601562 Penalty: 347.230133 Iteration 0F: 2 clusters Score -72711.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -71211.078125 Penalty: 694.460266 Iteration 0F: 3 clusters Score -71211.08 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -71690.914062 Penalty: 694.460266 Iteration 1F: 3 clusters Score -71690.91 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -71759.734375 Penalty: 694.460266 Iteration 2F: 3 clusters Score -71759.73 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -71808.445312 Penalty: 694.460266 Iteration 3F: 3 clusters Score -71808.45 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -71838.382812 Penalty: 694.460266 Iteration 4Q: 3 clusters Score -71838.38 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -71865.570312 Penalty: 694.460266 Iteration 5Q: 3 clusters Score -71865.57 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -71890.046875 Penalty: 694.460266 Iteration 6Q: 3 clusters Score -71890.05 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -71907.890625 Penalty: 694.460266 Iteration 7Q: 3 clusters Score -71907.89 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -71928.890625 Penalty: 694.460266 Iteration 8Q: 3 clusters Score -71928.89 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -71951.914062 Penalty: 694.460266 Iteration 9Q: 3 clusters Score -71951.91 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -71974.289062 Penalty: 694.460266 Iteration 10Q: 3 clusters Score -71974.29 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -71998.367188 Penalty: 694.460266 Iteration 11Q: 3 clusters Score -71998.37 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -72020.867188 Penalty: 694.460266 Iteration 12Q: 3 clusters Score -72020.87 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -72045.507812 Penalty: 694.460266 Iteration 13Q: 3 clusters Score -72045.51 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -72085.453125 Penalty: 694.460266 Iteration 14Q: 3 clusters Score -72085.45 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -72127.640625 Penalty: 694.460266 Iteration 15Q: 3 clusters Score -72127.64 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -72174.351562 Penalty: 694.460266 Iteration 16Q: 3 clusters Score -72174.35 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -72206.453125 Penalty: 694.460266 Iteration 17Q: 3 clusters Score -72206.45 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -72227.585938 Penalty: 694.460266 Iteration 18Q: 3 clusters Score -72227.59 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -72255.281250 Penalty: 694.460266 Iteration 19Q: 3 clusters Score -72255.28 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -72275.578125 Penalty: 694.460266 Iteration 20F: 3 clusters Score -72275.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -72295.632812 Penalty: 694.460266 Iteration 21Q: 3 clusters Score -72295.63 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -72324.531250 Penalty: 694.460266 Iteration 22Q: 3 clusters Score -72324.53 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -72340.640625 Penalty: 694.460266 Iteration 23Q: 3 clusters Score -72340.64 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -72350.085938 Penalty: 694.460266 Iteration 24Q: 3 clusters Score -72350.09 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -72354.367188 Penalty: 694.460266 Iteration 25Q: 3 clusters Score -72354.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -72358.695312 Penalty: 694.460266 Iteration 26Q: 3 clusters Score -72358.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -72361.093750 Penalty: 694.460266 Iteration 27Q: 3 clusters Score -72361.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -72364.367188 Penalty: 694.460266 Iteration 28Q: 3 clusters Score -72364.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -72368.101562 Penalty: 694.460266 Iteration 29Q: 3 clusters Score -72368.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -72369.781250 Penalty: 694.460266 Iteration 30Q: 3 clusters Score -72369.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -72369.929688 Penalty: 694.460266 Iteration 31Q: 3 clusters Score -72369.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -72370.046875 Penalty: 694.460266 Iteration 32Q: 3 clusters Score -72370.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -72370.468750 Penalty: 694.460266 Iteration 33Q: 3 clusters Score -72370.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -72370.453125 Penalty: 694.460266 Iteration 34Q: 3 clusters Score -72370.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -72370.687500 Penalty: 694.460266 Iteration 35Q: 3 clusters Score -72370.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -72370.687500 Penalty: 694.460266 Iteration 36F: 3 clusters Score -72370.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Entering Unmasked Estep Score: -53071.265625 Penalty: 335.316833 Iteration 0F: 2 clusters Score -53071.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -51887.843750 Penalty: 670.633667 Iteration 0F: 3 clusters Score -51887.84 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -52415.367188 Penalty: 670.633667 Iteration 1F: 3 clusters Score -52415.37 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -52592.132812 Penalty: 670.633667 Iteration 2F: 3 clusters Score -52592.13 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -52713.035156 Penalty: 670.633667 Iteration 3F: 3 clusters Score -52713.04 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -52790.847656 Penalty: 670.633667 Iteration 4F: 3 clusters Score -52790.85 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -52843.988281 Penalty: 670.633667 Iteration 5Q: 3 clusters Score -52843.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -52902.742188 Penalty: 670.633667 Iteration 6Q: 3 clusters Score -52902.74 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -52941.222656 Penalty: 670.633667 Iteration 7Q: 3 clusters Score -52941.22 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -52959.019531 Penalty: 670.633667 Iteration 8Q: 3 clusters Score -52959.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -52965.800781 Penalty: 670.633667 Iteration 9Q: 3 clusters Score -52965.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -52973.402344 Penalty: 670.633667 Iteration 10Q: 3 clusters Score -52973.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -52977.339844 Penalty: 670.633667 Iteration 11Q: 3 clusters Score -52977.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -52979.472656 Penalty: 670.633667 Iteration 12Q: 3 clusters Score -52979.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -52980.539062 Penalty: 670.633667 Iteration 13Q: 3 clusters Score -52980.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -52981.710938 Penalty: 670.633667 Iteration 14Q: 3 clusters Score -52981.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -52982.019531 Penalty: 670.633667 Iteration 15Q: 3 clusters Score -52982.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -52982.019531 Penalty: 670.633667 Iteration 16F: 3 clusters Score -52982.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (29038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29038 members Entering Unmasked Estep Score: -979120.812500 Penalty: 467.574402 Iteration 0F: 2 clusters Score -979120.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14644 members Mstep: Class 2 contains 14394 members Entering Unmasked Estep Score: -959813.312500 Penalty: 935.148804 Iteration 0F: 3 clusters Score -959813.3 nChanged 13823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17325 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -968606.937500 Penalty: 935.148804 Iteration 1F: 3 clusters Score -968606.9 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18829 members Mstep: Class 2 contains 10209 members Entering Unmasked Estep Score: -969774.437500 Penalty: 935.148804 Iteration 2F: 3 clusters Score -969774.4 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20606 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -971230.875000 Penalty: 935.148804 Iteration 3F: 3 clusters Score -971230.9 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22509 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -972915.875000 Penalty: 935.148804 Iteration 4F: 3 clusters Score -972915.9 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24387 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -974651.125000 Penalty: 935.148804 Iteration 5F: 3 clusters Score -974651.1 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25967 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -976125.375000 Penalty: 935.148804 Iteration 6F: 3 clusters Score -976125.4 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27135 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -977157.437500 Penalty: 935.148804 Iteration 7Q: 3 clusters Score -977157.4 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27926 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -977841.062500 Penalty: 935.148804 Iteration 8Q: 3 clusters Score -977841.1 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28428 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -978251.437500 Penalty: 935.148804 Iteration 9Q: 3 clusters Score -978251.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28708 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -978472.812500 Penalty: 935.148804 Iteration 10Q: 3 clusters Score -978472.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28854 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -978589.312500 Penalty: 935.148804 Iteration 11Q: 3 clusters Score -978589.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28920 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -978646.687500 Penalty: 935.148804 Iteration 12Q: 3 clusters Score -978646.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28952 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -978680.437500 Penalty: 935.148804 Iteration 13Q: 3 clusters Score -978680.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28968 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -978707.187500 Penalty: 935.148804 Iteration 14Q: 3 clusters Score -978707.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28974 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -978721.000000 Penalty: 935.148804 Iteration 15Q: 3 clusters Score -978721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28976 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -978727.500000 Penalty: 935.148804 Iteration 16Q: 3 clusters Score -978727.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28977 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -978731.312500 Penalty: 935.148804 Iteration 17Q: 3 clusters Score -978731.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28980 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -978737.937500 Penalty: 935.148804 Iteration 18Q: 3 clusters Score -978737.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28982 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -978748.250000 Penalty: 935.148804 Iteration 19Q: 3 clusters Score -978748.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28981 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -978750.750000 Penalty: 935.148804 Iteration 20F: 3 clusters Score -978750.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Entering Unmasked Estep Score: -372661.281250 Penalty: 421.320770 Iteration 0F: 2 clusters Score -372661.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -365640.062500 Penalty: 842.641541 Iteration 0F: 3 clusters Score -365640.1 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -368728.125000 Penalty: 842.641541 Iteration 1F: 3 clusters Score -368728.1 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -369167.906250 Penalty: 842.641541 Iteration 2F: 3 clusters Score -369167.9 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -369613.218750 Penalty: 842.641541 Iteration 3F: 3 clusters Score -369613.2 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -369975.000000 Penalty: 842.641541 Iteration 4F: 3 clusters Score -369975 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -370306.125000 Penalty: 842.641541 Iteration 5F: 3 clusters Score -370306.1 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -370579.906250 Penalty: 842.641541 Iteration 6F: 3 clusters Score -370579.9 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -370743.843750 Penalty: 842.641541 Iteration 7Q: 3 clusters Score -370743.8 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 7522 members Entering Unmasked Estep Score: -370900.500000 Penalty: 842.641541 Iteration 8Q: 3 clusters Score -370900.5 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -371025.531250 Penalty: 842.641541 Iteration 9Q: 3 clusters Score -371025.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -371125.562500 Penalty: 842.641541 Iteration 10Q: 3 clusters Score -371125.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -371208.687500 Penalty: 842.641541 Iteration 11Q: 3 clusters Score -371208.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -371301.625000 Penalty: 842.641541 Iteration 12Q: 3 clusters Score -371301.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -371401.218750 Penalty: 842.641541 Iteration 13Q: 3 clusters Score -371401.2 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -371518.625000 Penalty: 842.641541 Iteration 14Q: 3 clusters Score -371518.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -371650.718750 Penalty: 842.641541 Iteration 15Q: 3 clusters Score -371650.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -371797.343750 Penalty: 842.641541 Iteration 16Q: 3 clusters Score -371797.3 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -371978.656250 Penalty: 842.641541 Iteration 17Q: 3 clusters Score -371978.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 8285 members Entering Unmasked Estep Score: -372147.281250 Penalty: 842.641541 Iteration 18Q: 3 clusters Score -372147.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -372296.281250 Penalty: 842.641541 Iteration 19Q: 3 clusters Score -372296.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 8326 members Entering Unmasked Estep Score: -372426.031250 Penalty: 842.641541 Iteration 20F: 3 clusters Score -372426 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 8336 members Entering Unmasked Estep Score: -372508.312500 Penalty: 842.641541 Iteration 21Q: 3 clusters Score -372508.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -372546.375000 Penalty: 842.641541 Iteration 22Q: 3 clusters Score -372546.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -372565.281250 Penalty: 842.641541 Iteration 23Q: 3 clusters Score -372565.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -372570.750000 Penalty: 842.641541 Iteration 24Q: 3 clusters Score -372570.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -372573.843750 Penalty: 842.641541 Iteration 25Q: 3 clusters Score -372573.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 8353 members Entering Unmasked Estep Score: -372575.562500 Penalty: 842.641541 Iteration 26Q: 3 clusters Score -372575.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 8356 members Entering Unmasked Estep Score: -372575.437500 Penalty: 842.641541 Iteration 27Q: 3 clusters Score -372575.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -372575.843750 Penalty: 842.641541 Iteration 28Q: 3 clusters Score -372575.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -372576.125000 Penalty: 842.641541 Iteration 29Q: 3 clusters Score -372576.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -372576.500000 Penalty: 842.641541 Iteration 30Q: 3 clusters Score -372576.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -372576.625000 Penalty: 842.641541 Iteration 31Q: 3 clusters Score -372576.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 8362 members Entering Unmasked Estep Score: -372576.625000 Penalty: 842.641541 Iteration 32F: 3 clusters Score -372576.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Entering Unmasked Estep Score: -175899.375000 Penalty: 389.325592 Iteration 0F: 2 clusters Score -175899.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -172422.968750 Penalty: 778.651184 Iteration 0F: 3 clusters Score -172423 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -173969.828125 Penalty: 778.651184 Iteration 1F: 3 clusters Score -173969.8 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -174358.781250 Penalty: 778.651184 Iteration 2F: 3 clusters Score -174358.8 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -174672.062500 Penalty: 778.651184 Iteration 3F: 3 clusters Score -174672.1 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -174900.234375 Penalty: 778.651184 Iteration 4F: 3 clusters Score -174900.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -175099.796875 Penalty: 778.651184 Iteration 5F: 3 clusters Score -175099.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -175227.718750 Penalty: 778.651184 Iteration 6Q: 3 clusters Score -175227.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -175302.546875 Penalty: 778.651184 Iteration 7Q: 3 clusters Score -175302.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -175371.968750 Penalty: 778.651184 Iteration 8Q: 3 clusters Score -175372 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -175464.187500 Penalty: 778.651184 Iteration 9Q: 3 clusters Score -175464.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -175530.937500 Penalty: 778.651184 Iteration 10Q: 3 clusters Score -175530.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -175564.656250 Penalty: 778.651184 Iteration 11Q: 3 clusters Score -175564.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -175591.593750 Penalty: 778.651184 Iteration 12Q: 3 clusters Score -175591.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -175616.046875 Penalty: 778.651184 Iteration 13Q: 3 clusters Score -175616 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -175635.828125 Penalty: 778.651184 Iteration 14Q: 3 clusters Score -175635.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -175660.734375 Penalty: 778.651184 Iteration 15Q: 3 clusters Score -175660.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -175686.234375 Penalty: 778.651184 Iteration 16Q: 3 clusters Score -175686.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -175698.187500 Penalty: 778.651184 Iteration 17Q: 3 clusters Score -175698.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -175716.687500 Penalty: 778.651184 Iteration 18Q: 3 clusters Score -175716.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -175732.187500 Penalty: 778.651184 Iteration 19Q: 3 clusters Score -175732.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -175744.531250 Penalty: 778.651184 Iteration 20F: 3 clusters Score -175744.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -175753.375000 Penalty: 778.651184 Iteration 21Q: 3 clusters Score -175753.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -175759.312500 Penalty: 778.651184 Iteration 22Q: 3 clusters Score -175759.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -175765.953125 Penalty: 778.651184 Iteration 23Q: 3 clusters Score -175766 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -175773.546875 Penalty: 778.651184 Iteration 24Q: 3 clusters Score -175773.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -175777.390625 Penalty: 778.651184 Iteration 25Q: 3 clusters Score -175777.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -175779.937500 Penalty: 778.651184 Iteration 26Q: 3 clusters Score -175779.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -175781.828125 Penalty: 778.651184 Iteration 27Q: 3 clusters Score -175781.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -175782.062500 Penalty: 778.651184 Iteration 28Q: 3 clusters Score -175782.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -175782.375000 Penalty: 778.651184 Iteration 29Q: 3 clusters Score -175782.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -175783.000000 Penalty: 778.651184 Iteration 30Q: 3 clusters Score -175783 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -175783.000000 Penalty: 778.651184 Iteration 31F: 3 clusters Score -175783 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -29893.484375 Penalty: 306.854675 Iteration 0F: 2 clusters Score -29893.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -29178.310547 Penalty: 613.709351 Iteration 0F: 3 clusters Score -29178.31 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -29389.703125 Penalty: 613.709351 Iteration 1F: 3 clusters Score -29389.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -29441.162109 Penalty: 613.709351 Iteration 2F: 3 clusters Score -29441.16 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -29476.468750 Penalty: 613.709351 Iteration 3F: 3 clusters Score -29476.47 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -29503.058594 Penalty: 613.709351 Iteration 4Q: 3 clusters Score -29503.06 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -29523.599609 Penalty: 613.709351 Iteration 5Q: 3 clusters Score -29523.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -29529.857422 Penalty: 613.709351 Iteration 6Q: 3 clusters Score -29529.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -29534.185547 Penalty: 613.709351 Iteration 7Q: 3 clusters Score -29534.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -29538.060547 Penalty: 613.709351 Iteration 8Q: 3 clusters Score -29538.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -29540.798828 Penalty: 613.709351 Iteration 9Q: 3 clusters Score -29540.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -29545.361328 Penalty: 613.709351 Iteration 10Q: 3 clusters Score -29545.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -29548.011719 Penalty: 613.709351 Iteration 11Q: 3 clusters Score -29548.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -29550.167969 Penalty: 613.709351 Iteration 12Q: 3 clusters Score -29550.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -29553.742188 Penalty: 613.709351 Iteration 13Q: 3 clusters Score -29553.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -29559.277344 Penalty: 613.709351 Iteration 14Q: 3 clusters Score -29559.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -29565.175781 Penalty: 613.709351 Iteration 15Q: 3 clusters Score -29565.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -29568.308594 Penalty: 613.709351 Iteration 16Q: 3 clusters Score -29568.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -29570.085938 Penalty: 613.709351 Iteration 17Q: 3 clusters Score -29570.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -29570.662109 Penalty: 613.709351 Iteration 18Q: 3 clusters Score -29570.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -29571.275391 Penalty: 613.709351 Iteration 19Q: 3 clusters Score -29571.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -29571.654297 Penalty: 613.709351 Iteration 20F: 3 clusters Score -29571.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Entering Unmasked Estep Score: -113280.710938 Penalty: 368.695221 Iteration 0F: 2 clusters Score -113280.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -110987.390625 Penalty: 737.390442 Iteration 0F: 3 clusters Score -110987.4 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -111751.406250 Penalty: 737.390442 Iteration 1F: 3 clusters Score -111751.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -111824.054688 Penalty: 737.390442 Iteration 2F: 3 clusters Score -111824.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -111889.328125 Penalty: 737.390442 Iteration 3Q: 3 clusters Score -111889.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -111969.859375 Penalty: 737.390442 Iteration 4Q: 3 clusters Score -111969.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -112053.789062 Penalty: 737.390442 Iteration 5Q: 3 clusters Score -112053.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -112143.968750 Penalty: 737.390442 Iteration 6Q: 3 clusters Score -112144 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -112261.093750 Penalty: 737.390442 Iteration 7F: 3 clusters Score -112261.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -112364.468750 Penalty: 737.390442 Iteration 8Q: 3 clusters Score -112364.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -112454.617188 Penalty: 737.390442 Iteration 9Q: 3 clusters Score -112454.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -112507.179688 Penalty: 737.390442 Iteration 10Q: 3 clusters Score -112507.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -112535.906250 Penalty: 737.390442 Iteration 11Q: 3 clusters Score -112535.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -112550.820312 Penalty: 737.390442 Iteration 12Q: 3 clusters Score -112550.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -112560.445312 Penalty: 737.390442 Iteration 13Q: 3 clusters Score -112560.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -112570.609375 Penalty: 737.390442 Iteration 14Q: 3 clusters Score -112570.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -112579.890625 Penalty: 737.390442 Iteration 15Q: 3 clusters Score -112579.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -112587.625000 Penalty: 737.390442 Iteration 16Q: 3 clusters Score -112587.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -112592.960938 Penalty: 737.390442 Iteration 17Q: 3 clusters Score -112593 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -112598.210938 Penalty: 737.390442 Iteration 18Q: 3 clusters Score -112598.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -112605.757812 Penalty: 737.390442 Iteration 19Q: 3 clusters Score -112605.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -112616.148438 Penalty: 737.390442 Iteration 20F: 3 clusters Score -112616.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -112631.445312 Penalty: 737.390442 Iteration 21Q: 3 clusters Score -112631.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -112643.945312 Penalty: 737.390442 Iteration 22Q: 3 clusters Score -112643.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -112652.437500 Penalty: 737.390442 Iteration 23Q: 3 clusters Score -112652.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -112659.789062 Penalty: 737.390442 Iteration 24Q: 3 clusters Score -112659.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -112668.445312 Penalty: 737.390442 Iteration 25Q: 3 clusters Score -112668.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -112679.031250 Penalty: 737.390442 Iteration 26Q: 3 clusters Score -112679 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -112689.117188 Penalty: 737.390442 Iteration 27Q: 3 clusters Score -112689.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -112700.601562 Penalty: 737.390442 Iteration 28Q: 3 clusters Score -112700.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -112715.171875 Penalty: 737.390442 Iteration 29Q: 3 clusters Score -112715.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -112723.687500 Penalty: 737.390442 Iteration 30Q: 3 clusters Score -112723.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -112730.679688 Penalty: 737.390442 Iteration 31Q: 3 clusters Score -112730.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -112738.554688 Penalty: 737.390442 Iteration 32Q: 3 clusters Score -112738.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -112743.718750 Penalty: 737.390442 Iteration 33Q: 3 clusters Score -112743.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -112748.328125 Penalty: 737.390442 Iteration 34Q: 3 clusters Score -112748.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -112758.062500 Penalty: 737.390442 Iteration 35Q: 3 clusters Score -112758.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -112771.367188 Penalty: 737.390442 Iteration 36Q: 3 clusters Score -112771.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -112785.500000 Penalty: 737.390442 Iteration 37Q: 3 clusters Score -112785.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -112799.765625 Penalty: 737.390442 Iteration 38Q: 3 clusters Score -112799.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -112816.476562 Penalty: 737.390442 Iteration 39Q: 3 clusters Score -112816.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -112831.648438 Penalty: 737.390442 Iteration 40F: 3 clusters Score -112831.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -112847.882812 Penalty: 737.390442 Iteration 41Q: 3 clusters Score -112847.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -112863.101562 Penalty: 737.390442 Iteration 42Q: 3 clusters Score -112863.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -112873.750000 Penalty: 737.390442 Iteration 43Q: 3 clusters Score -112873.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -112884.945312 Penalty: 737.390442 Iteration 44Q: 3 clusters Score -112884.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -112892.882812 Penalty: 737.390442 Iteration 45Q: 3 clusters Score -112892.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -112899.125000 Penalty: 737.390442 Iteration 46Q: 3 clusters Score -112899.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -112904.234375 Penalty: 737.390442 Iteration 47Q: 3 clusters Score -112904.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -112912.734375 Penalty: 737.390442 Iteration 48Q: 3 clusters Score -112912.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -112919.789062 Penalty: 737.390442 Iteration 49Q: 3 clusters Score -112919.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -112924.656250 Penalty: 737.390442 Iteration 50Q: 3 clusters Score -112924.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -112928.195312 Penalty: 737.390442 Iteration 51Q: 3 clusters Score -112928.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -112931.648438 Penalty: 737.390442 Iteration 52Q: 3 clusters Score -112931.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -112936.132812 Penalty: 737.390442 Iteration 53Q: 3 clusters Score -112936.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -112938.195312 Penalty: 737.390442 Iteration 54Q: 3 clusters Score -112938.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -112939.656250 Penalty: 737.390442 Iteration 55Q: 3 clusters Score -112939.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -112939.796875 Penalty: 737.390442 Iteration 56Q: 3 clusters Score -112939.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -112940.476562 Penalty: 737.390442 Iteration 57Q: 3 clusters Score -112940.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -112941.414062 Penalty: 737.390442 Iteration 58Q: 3 clusters Score -112941.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -112942.851562 Penalty: 737.390442 Iteration 59Q: 3 clusters Score -112942.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -112943.632812 Penalty: 737.390442 Iteration 60F: 3 clusters Score -112943.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -112944.257812 Penalty: 737.390442 Iteration 61Q: 3 clusters Score -112944.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -112944.523438 Penalty: 737.390442 Iteration 62Q: 3 clusters Score -112944.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -112944.523438 Penalty: 737.390442 Iteration 63F: 3 clusters Score -112944.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Entering Unmasked Estep Score: -28261.501953 Penalty: 308.331055 Iteration 0F: 2 clusters Score -28261.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -27533.921875 Penalty: 616.662109 Iteration 0F: 3 clusters Score -27533.92 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -27740.048828 Penalty: 616.662109 Iteration 1F: 3 clusters Score -27740.05 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -27773.910156 Penalty: 616.662109 Iteration 2F: 3 clusters Score -27773.91 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -27800.943359 Penalty: 616.662109 Iteration 3F: 3 clusters Score -27800.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -27813.541016 Penalty: 616.662109 Iteration 4Q: 3 clusters Score -27813.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -27819.818359 Penalty: 616.662109 Iteration 5Q: 3 clusters Score -27819.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -27824.640625 Penalty: 616.662109 Iteration 6Q: 3 clusters Score -27824.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -27826.550781 Penalty: 616.662109 Iteration 7Q: 3 clusters Score -27826.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -27827.630859 Penalty: 616.662109 Iteration 8Q: 3 clusters Score -27827.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -27828.197266 Penalty: 616.662109 Iteration 9Q: 3 clusters Score -27828.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -27828.789062 Penalty: 616.662109 Iteration 10Q: 3 clusters Score -27828.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -27829.335938 Penalty: 616.662109 Iteration 11Q: 3 clusters Score -27829.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -27829.431641 Penalty: 616.662109 Iteration 12Q: 3 clusters Score -27829.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -27829.529297 Penalty: 616.662109 Iteration 13Q: 3 clusters Score -27829.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -27829.529297 Penalty: 616.662109 Iteration 14F: 3 clusters Score -27829.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1760 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Entering Unmasked Estep Score: -50452.507812 Penalty: 340.024658 Iteration 0F: 2 clusters Score -50452.51 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 924 members Entering Unmasked Estep Score: -49198.503906 Penalty: 680.049316 Iteration 0F: 3 clusters Score -49198.5 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -49833.171875 Penalty: 680.049316 Iteration 1F: 3 clusters Score -49833.17 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -49933.472656 Penalty: 680.049316 Iteration 2F: 3 clusters Score -49933.47 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -50020.082031 Penalty: 680.049316 Iteration 3Q: 3 clusters Score -50020.08 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -50083.187500 Penalty: 680.049316 Iteration 4Q: 3 clusters Score -50083.19 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -50114.511719 Penalty: 680.049316 Iteration 5Q: 3 clusters Score -50114.51 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -50142.609375 Penalty: 680.049316 Iteration 6Q: 3 clusters Score -50142.61 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -50185.113281 Penalty: 680.049316 Iteration 7Q: 3 clusters Score -50185.11 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -50221.855469 Penalty: 680.049316 Iteration 8Q: 3 clusters Score -50221.86 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -50236.464844 Penalty: 680.049316 Iteration 9Q: 3 clusters Score -50236.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -50249.937500 Penalty: 680.049316 Iteration 10Q: 3 clusters Score -50249.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -50256.562500 Penalty: 680.049316 Iteration 11Q: 3 clusters Score -50256.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -50261.183594 Penalty: 680.049316 Iteration 12Q: 3 clusters Score -50261.18 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -50267.171875 Penalty: 680.049316 Iteration 13Q: 3 clusters Score -50267.17 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -50270.804688 Penalty: 680.049316 Iteration 14Q: 3 clusters Score -50270.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -50273.183594 Penalty: 680.049316 Iteration 15Q: 3 clusters Score -50273.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -50277.085938 Penalty: 680.049316 Iteration 16Q: 3 clusters Score -50277.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -50279.992188 Penalty: 680.049316 Iteration 17Q: 3 clusters Score -50279.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -50281.804688 Penalty: 680.049316 Iteration 18Q: 3 clusters Score -50281.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -50284.117188 Penalty: 680.049316 Iteration 19Q: 3 clusters Score -50284.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -50286.695312 Penalty: 680.049316 Iteration 20F: 3 clusters Score -50286.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -50288.601562 Penalty: 680.049316 Iteration 21Q: 3 clusters Score -50288.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -50288.992188 Penalty: 680.049316 Iteration 22Q: 3 clusters Score -50288.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -50288.992188 Penalty: 680.049316 Iteration 23F: 3 clusters Score -50288.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Entering Unmasked Estep Score: -92638.515625 Penalty: 357.073212 Iteration 0F: 2 clusters Score -92638.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -90922.554688 Penalty: 714.146423 Iteration 0F: 3 clusters Score -90922.55 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -91527.718750 Penalty: 714.146423 Iteration 1F: 3 clusters Score -91527.72 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -91655.195312 Penalty: 714.146423 Iteration 2F: 3 clusters Score -91655.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -91761.601562 Penalty: 714.146423 Iteration 3F: 3 clusters Score -91761.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -91882.406250 Penalty: 714.146423 Iteration 4F: 3 clusters Score -91882.41 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -91977.062500 Penalty: 714.146423 Iteration 5F: 3 clusters Score -91977.06 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -92039.343750 Penalty: 714.146423 Iteration 6Q: 3 clusters Score -92039.34 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -92087.398438 Penalty: 714.146423 Iteration 7Q: 3 clusters Score -92087.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -92137.054688 Penalty: 714.146423 Iteration 8Q: 3 clusters Score -92137.05 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -92182.320312 Penalty: 714.146423 Iteration 9Q: 3 clusters Score -92182.32 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -92220.851562 Penalty: 714.146423 Iteration 10Q: 3 clusters Score -92220.85 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -92247.398438 Penalty: 714.146423 Iteration 11Q: 3 clusters Score -92247.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -92269.695312 Penalty: 714.146423 Iteration 12Q: 3 clusters Score -92269.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -92294.554688 Penalty: 714.146423 Iteration 13Q: 3 clusters Score -92294.55 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -92312.125000 Penalty: 714.146423 Iteration 14Q: 3 clusters Score -92312.12 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -92321.898438 Penalty: 714.146423 Iteration 15Q: 3 clusters Score -92321.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -92328.828125 Penalty: 714.146423 Iteration 16Q: 3 clusters Score -92328.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -92331.484375 Penalty: 714.146423 Iteration 17Q: 3 clusters Score -92331.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -92333.953125 Penalty: 714.146423 Iteration 18Q: 3 clusters Score -92333.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -92335.523438 Penalty: 714.146423 Iteration 19Q: 3 clusters Score -92335.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -92336.468750 Penalty: 714.146423 Iteration 20F: 3 clusters Score -92336.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -92338.328125 Penalty: 714.146423 Iteration 21Q: 3 clusters Score -92338.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -92338.898438 Penalty: 714.146423 Iteration 22Q: 3 clusters Score -92338.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -92338.898438 Penalty: 714.146423 Iteration 23F: 3 clusters Score -92338.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (29650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29650 members Entering Unmasked Estep Score: -1091278.250000 Penalty: 468.523376 Iteration 0F: 2 clusters Score -1091278 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14885 members Mstep: Class 2 contains 14765 members Entering Unmasked Estep Score: -1071532.375000 Penalty: 937.046753 Iteration 0F: 3 clusters Score -1071532 nChanged 14194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -1080202.125000 Penalty: 937.046753 Iteration 1F: 3 clusters Score -1080202 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 12391 members Entering Unmasked Estep Score: -1081156.875000 Penalty: 937.046753 Iteration 2F: 3 clusters Score -1081157 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18876 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -1082497.625000 Penalty: 937.046753 Iteration 3F: 3 clusters Score -1082498 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20675 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -1083957.875000 Penalty: 937.046753 Iteration 4F: 3 clusters Score -1083958 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22423 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1085333.000000 Penalty: 937.046753 Iteration 5F: 3 clusters Score -1085333 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24024 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1086526.750000 Penalty: 937.046753 Iteration 6F: 3 clusters Score -1086527 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25465 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1087576.625000 Penalty: 937.046753 Iteration 7F: 3 clusters Score -1087577 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26718 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1088507.750000 Penalty: 937.046753 Iteration 8Q: 3 clusters Score -1088508 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27729 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -1089269.750000 Penalty: 937.046753 Iteration 9Q: 3 clusters Score -1089270 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28511 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -1089898.625000 Penalty: 937.046753 Iteration 10Q: 3 clusters Score -1089899 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29030 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -1090330.375000 Penalty: 937.046753 Iteration 11Q: 3 clusters Score -1090330 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29338 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -1090592.375000 Penalty: 937.046753 Iteration 12Q: 3 clusters Score -1090592 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29485 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -1090718.750000 Penalty: 937.046753 Iteration 13Q: 3 clusters Score -1090719 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29543 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -1090778.875000 Penalty: 937.046753 Iteration 14Q: 3 clusters Score -1090779 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29574 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -1090822.500000 Penalty: 937.046753 Iteration 15Q: 3 clusters Score -1090822 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29584 members Mstep: Class 2 contains 66 members Entering Unmasked Estep Score: -1090845.875000 Penalty: 937.046753 Iteration 16Q: 3 clusters Score -1090846 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29590 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -1090860.750000 Penalty: 937.046753 Iteration 17Q: 3 clusters Score -1090861 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29592 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -1090872.750000 Penalty: 937.046753 Iteration 18Q: 3 clusters Score -1090873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29590 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -1090875.125000 Penalty: 937.046753 Iteration 19Q: 3 clusters Score -1090875 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29591 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -1090879.250000 Penalty: 937.046753 Iteration 20F: 3 clusters Score -1090879 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29589 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -1090880.625000 Penalty: 937.046753 Iteration 21Q: 3 clusters Score -1090881 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29590 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -1090881.750000 Penalty: 937.046753 Iteration 22Q: 3 clusters Score -1090882 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29590 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -1090881.750000 Penalty: 937.046753 Iteration 23F: 3 clusters Score -1090882 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13517 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Entering Unmasked Estep Score: -478731.437500 Penalty: 432.782501 Iteration 0F: 2 clusters Score -478731.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -469727.593750 Penalty: 865.565002 Iteration 0F: 3 clusters Score -469727.6 nChanged 6339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -473517.093750 Penalty: 865.565002 Iteration 1F: 3 clusters Score -473517.1 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 5688 members Entering Unmasked Estep Score: -473955.062500 Penalty: 865.565002 Iteration 2F: 3 clusters Score -473955.1 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -474520.562500 Penalty: 865.565002 Iteration 3F: 3 clusters Score -474520.6 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9033 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -475185.031250 Penalty: 865.565002 Iteration 4F: 3 clusters Score -475185 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -475842.812500 Penalty: 865.565002 Iteration 5F: 3 clusters Score -475842.8 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10260 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -476494.406250 Penalty: 865.565002 Iteration 6F: 3 clusters Score -476494.4 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -477052.312500 Penalty: 865.565002 Iteration 7F: 3 clusters Score -477052.3 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -477446.500000 Penalty: 865.565002 Iteration 8Q: 3 clusters Score -477446.5 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -477707.250000 Penalty: 865.565002 Iteration 9Q: 3 clusters Score -477707.2 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -477919.125000 Penalty: 865.565002 Iteration 10Q: 3 clusters Score -477919.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -478056.156250 Penalty: 865.565002 Iteration 11Q: 3 clusters Score -478056.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -478143.593750 Penalty: 865.565002 Iteration 12Q: 3 clusters Score -478143.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -478212.531250 Penalty: 865.565002 Iteration 13Q: 3 clusters Score -478212.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -478280.687500 Penalty: 865.565002 Iteration 14Q: 3 clusters Score -478280.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -478328.843750 Penalty: 865.565002 Iteration 15Q: 3 clusters Score -478328.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12335 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -478374.812500 Penalty: 865.565002 Iteration 16Q: 3 clusters Score -478374.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12393 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -478408.781250 Penalty: 865.565002 Iteration 17Q: 3 clusters Score -478408.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12442 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -478430.125000 Penalty: 865.565002 Iteration 18Q: 3 clusters Score -478430.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -478441.906250 Penalty: 865.565002 Iteration 19Q: 3 clusters Score -478441.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12511 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -478454.531250 Penalty: 865.565002 Iteration 20F: 3 clusters Score -478454.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12535 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -478458.750000 Penalty: 865.565002 Iteration 21Q: 3 clusters Score -478458.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12552 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -478461.968750 Penalty: 865.565002 Iteration 22Q: 3 clusters Score -478462 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -478464.093750 Penalty: 865.565002 Iteration 23Q: 3 clusters Score -478464.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12576 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -478467.125000 Penalty: 865.565002 Iteration 24Q: 3 clusters Score -478467.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12587 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -478470.500000 Penalty: 865.565002 Iteration 25Q: 3 clusters Score -478470.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12599 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -478471.156250 Penalty: 865.565002 Iteration 26Q: 3 clusters Score -478471.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -478472.843750 Penalty: 865.565002 Iteration 27Q: 3 clusters Score -478472.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12615 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -478474.031250 Penalty: 865.565002 Iteration 28Q: 3 clusters Score -478474 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12620 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -478473.281250 Penalty: 865.565002 Iteration 29Q: 3 clusters Score -478473.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12628 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -478474.625000 Penalty: 865.565002 Iteration 30Q: 3 clusters Score -478474.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -478475.500000 Penalty: 865.565002 Iteration 31Q: 3 clusters Score -478475.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -478476.437500 Penalty: 865.565002 Iteration 32Q: 3 clusters Score -478476.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -478477.187500 Penalty: 865.565002 Iteration 33Q: 3 clusters Score -478477.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12670 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -478479.406250 Penalty: 865.565002 Iteration 34Q: 3 clusters Score -478479.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -478482.218750 Penalty: 865.565002 Iteration 35Q: 3 clusters Score -478482.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -478485.968750 Penalty: 865.565002 Iteration 36Q: 3 clusters Score -478486 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12718 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -478488.031250 Penalty: 865.565002 Iteration 37Q: 3 clusters Score -478488 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -478488.468750 Penalty: 865.565002 Iteration 38Q: 3 clusters Score -478488.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -478489.062500 Penalty: 865.565002 Iteration 39Q: 3 clusters Score -478489.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -478490.250000 Penalty: 865.565002 Iteration 40F: 3 clusters Score -478490.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12739 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -478490.156250 Penalty: 865.565002 Iteration 41Q: 3 clusters Score -478490.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12742 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -478490.312500 Penalty: 865.565002 Iteration 42Q: 3 clusters Score -478490.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -478490.593750 Penalty: 865.565002 Iteration 43Q: 3 clusters Score -478490.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -478490.562500 Penalty: 865.565002 Iteration 44Q: 3 clusters Score -478490.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -478489.968750 Penalty: 865.565002 Iteration 45Q: 3 clusters Score -478490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12745 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -478490.218750 Penalty: 865.565002 Iteration 46Q: 3 clusters Score -478490.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -478490.375000 Penalty: 865.565002 Iteration 47Q: 3 clusters Score -478490.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -478490.375000 Penalty: 865.565002 Iteration 48F: 3 clusters Score -478490.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Entering Unmasked Estep Score: -15763.328125 Penalty: 278.772552 Iteration 0F: 2 clusters Score -15763.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -15317.099609 Penalty: 557.545105 Iteration 0F: 3 clusters Score -15317.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -15432.823242 Penalty: 557.545105 Iteration 1F: 3 clusters Score -15432.82 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -15458.079102 Penalty: 557.545105 Iteration 2F: 3 clusters Score -15458.08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -15482.756836 Penalty: 557.545105 Iteration 3F: 3 clusters Score -15482.76 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -15498.908203 Penalty: 557.545105 Iteration 4Q: 3 clusters Score -15498.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -15510.766602 Penalty: 557.545105 Iteration 5Q: 3 clusters Score -15510.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -15519.741211 Penalty: 557.545105 Iteration 6Q: 3 clusters Score -15519.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -15528.581055 Penalty: 557.545105 Iteration 7Q: 3 clusters Score -15528.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -15539.555664 Penalty: 557.545105 Iteration 8Q: 3 clusters Score -15539.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15545.729492 Penalty: 557.545105 Iteration 9Q: 3 clusters Score -15545.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15551.115234 Penalty: 557.545105 Iteration 10Q: 3 clusters Score -15551.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -15554.742188 Penalty: 557.545105 Iteration 11Q: 3 clusters Score -15554.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -15555.979492 Penalty: 557.545105 Iteration 12Q: 3 clusters Score -15555.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -15557.765625 Penalty: 557.545105 Iteration 13Q: 3 clusters Score -15557.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15559.084961 Penalty: 557.545105 Iteration 14Q: 3 clusters Score -15559.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -15561.872070 Penalty: 557.545105 Iteration 15Q: 3 clusters Score -15561.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15562.202148 Penalty: 557.545105 Iteration 16Q: 3 clusters Score -15562.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -15562.202148 Penalty: 557.545105 Iteration 17F: 3 clusters Score -15562.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Entering Unmasked Estep Score: -324568.125000 Penalty: 420.723602 Iteration 0F: 2 clusters Score -324568.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -317613.375000 Penalty: 841.447205 Iteration 0F: 3 clusters Score -317613.4 nChanged 4840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -320306.687500 Penalty: 841.447205 Iteration 1F: 3 clusters Score -320306.7 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -320591.125000 Penalty: 841.447205 Iteration 2F: 3 clusters Score -320591.1 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6100 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -320890.687500 Penalty: 841.447205 Iteration 3F: 3 clusters Score -320890.7 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -321207.250000 Penalty: 841.447205 Iteration 4F: 3 clusters Score -321207.2 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -321539.125000 Penalty: 841.447205 Iteration 5F: 3 clusters Score -321539.1 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -321906.625000 Penalty: 841.447205 Iteration 6F: 3 clusters Score -321906.6 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -322289.406250 Penalty: 841.447205 Iteration 7F: 3 clusters Score -322289.4 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8162 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -322670.875000 Penalty: 841.447205 Iteration 8Q: 3 clusters Score -322670.9 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8471 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -323029.093750 Penalty: 841.447205 Iteration 9Q: 3 clusters Score -323029.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -323290.968750 Penalty: 841.447205 Iteration 10Q: 3 clusters Score -323291 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -323455.031250 Penalty: 841.447205 Iteration 11Q: 3 clusters Score -323455 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9019 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -323555.968750 Penalty: 841.447205 Iteration 12Q: 3 clusters Score -323556 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -323626.125000 Penalty: 841.447205 Iteration 13Q: 3 clusters Score -323626.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9256 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -323689.437500 Penalty: 841.447205 Iteration 14Q: 3 clusters Score -323689.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9359 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -323761.906250 Penalty: 841.447205 Iteration 15Q: 3 clusters Score -323761.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -323822.843750 Penalty: 841.447205 Iteration 16Q: 3 clusters Score -323822.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -323884.156250 Penalty: 841.447205 Iteration 17Q: 3 clusters Score -323884.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -323947.562500 Penalty: 841.447205 Iteration 18Q: 3 clusters Score -323947.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -323986.968750 Penalty: 841.447205 Iteration 19Q: 3 clusters Score -323987 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -324008.968750 Penalty: 841.447205 Iteration 20F: 3 clusters Score -324009 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -324028.718750 Penalty: 841.447205 Iteration 21Q: 3 clusters Score -324028.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -324055.093750 Penalty: 841.447205 Iteration 22Q: 3 clusters Score -324055.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9773 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -324072.218750 Penalty: 841.447205 Iteration 23Q: 3 clusters Score -324072.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -324083.718750 Penalty: 841.447205 Iteration 24Q: 3 clusters Score -324083.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9810 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -324091.718750 Penalty: 841.447205 Iteration 25Q: 3 clusters Score -324091.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -324098.812500 Penalty: 841.447205 Iteration 26Q: 3 clusters Score -324098.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -324102.156250 Penalty: 841.447205 Iteration 27Q: 3 clusters Score -324102.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -324107.125000 Penalty: 841.447205 Iteration 28Q: 3 clusters Score -324107.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -324110.906250 Penalty: 841.447205 Iteration 29Q: 3 clusters Score -324110.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9857 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -324115.593750 Penalty: 841.447205 Iteration 30Q: 3 clusters Score -324115.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -324118.875000 Penalty: 841.447205 Iteration 31Q: 3 clusters Score -324118.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -324123.250000 Penalty: 841.447205 Iteration 32Q: 3 clusters Score -324123.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -324132.781250 Penalty: 841.447205 Iteration 33Q: 3 clusters Score -324132.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -324144.437500 Penalty: 841.447205 Iteration 34Q: 3 clusters Score -324144.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9931 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -324154.656250 Penalty: 841.447205 Iteration 35Q: 3 clusters Score -324154.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -324165.062500 Penalty: 841.447205 Iteration 36Q: 3 clusters Score -324165.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -324172.437500 Penalty: 841.447205 Iteration 37Q: 3 clusters Score -324172.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9966 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -324175.750000 Penalty: 841.447205 Iteration 38Q: 3 clusters Score -324175.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9970 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -324177.500000 Penalty: 841.447205 Iteration 39Q: 3 clusters Score -324177.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -324178.093750 Penalty: 841.447205 Iteration 40F: 3 clusters Score -324178.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -324178.437500 Penalty: 841.447205 Iteration 41Q: 3 clusters Score -324178.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9974 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -324178.500000 Penalty: 841.447205 Iteration 42Q: 3 clusters Score -324178.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9976 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -324179.875000 Penalty: 841.447205 Iteration 43Q: 3 clusters Score -324179.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -324180.343750 Penalty: 841.447205 Iteration 44Q: 3 clusters Score -324180.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -324180.937500 Penalty: 841.447205 Iteration 45Q: 3 clusters Score -324180.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9982 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -324182.406250 Penalty: 841.447205 Iteration 46Q: 3 clusters Score -324182.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9984 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -324182.781250 Penalty: 841.447205 Iteration 47Q: 3 clusters Score -324182.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -324182.781250 Penalty: 841.447205 Iteration 48Q: 3 clusters Score -324182.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -324182.781250 Penalty: 841.447205 Iteration 49F: 3 clusters Score -324182.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Entering Unmasked Estep Score: -9717.438477 Penalty: 273.624054 Iteration 0F: 2 clusters Score -9717.438 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -9295.987305 Penalty: 547.248108 Iteration 0F: 3 clusters Score -9295.987 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -9437.894531 Penalty: 547.248108 Iteration 1F: 3 clusters Score -9437.895 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -9478.853516 Penalty: 547.248108 Iteration 2F: 3 clusters Score -9478.854 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -9488.257812 Penalty: 547.248108 Iteration 3Q: 3 clusters Score -9488.258 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -9498.472656 Penalty: 547.248108 Iteration 4Q: 3 clusters Score -9498.473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -9506.292969 Penalty: 547.248108 Iteration 5Q: 3 clusters Score -9506.293 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -9512.918945 Penalty: 547.248108 Iteration 6Q: 3 clusters Score -9512.919 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -9521.014648 Penalty: 547.248108 Iteration 7Q: 3 clusters Score -9521.015 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -9532.225586 Penalty: 547.248108 Iteration 8Q: 3 clusters Score -9532.226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -9534.914062 Penalty: 547.248108 Iteration 9Q: 3 clusters Score -9534.914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9535.764648 Penalty: 547.248108 Iteration 10Q: 3 clusters Score -9535.765 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -9535.764648 Penalty: 547.248108 Iteration 11F: 3 clusters Score -9535.765 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15243 members Entering Unmasked Estep Score: -513894.093750 Penalty: 438.250366 Iteration 0F: 2 clusters Score -513894.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 7690 members Entering Unmasked Estep Score: -503803.625000 Penalty: 876.500732 Iteration 0F: 3 clusters Score -503803.6 nChanged 7140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -508229.656250 Penalty: 876.500732 Iteration 1F: 3 clusters Score -508229.7 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -508816.593750 Penalty: 876.500732 Iteration 2F: 3 clusters Score -508816.6 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -509490.625000 Penalty: 876.500732 Iteration 3F: 3 clusters Score -509490.6 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 11283 members Entering Unmasked Estep Score: -510270.625000 Penalty: 876.500732 Iteration 4F: 3 clusters Score -510270.6 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 12234 members Entering Unmasked Estep Score: -511093.062500 Penalty: 876.500732 Iteration 5F: 3 clusters Score -511093.1 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -511907.468750 Penalty: 876.500732 Iteration 6F: 3 clusters Score -511907.5 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 13896 members Entering Unmasked Estep Score: -512572.000000 Penalty: 876.500732 Iteration 7Q: 3 clusters Score -512572 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 14406 members Entering Unmasked Estep Score: -512991.500000 Penalty: 876.500732 Iteration 8Q: 3 clusters Score -512991.5 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 14736 members Entering Unmasked Estep Score: -513281.281250 Penalty: 876.500732 Iteration 9Q: 3 clusters Score -513281.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 14930 members Entering Unmasked Estep Score: -513441.843750 Penalty: 876.500732 Iteration 10Q: 3 clusters Score -513441.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 15020 members Entering Unmasked Estep Score: -513519.281250 Penalty: 876.500732 Iteration 11Q: 3 clusters Score -513519.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -513554.062500 Penalty: 876.500732 Iteration 12Q: 3 clusters Score -513554.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 15075 members Entering Unmasked Estep Score: -513568.343750 Penalty: 876.500732 Iteration 13Q: 3 clusters Score -513568.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 15084 members Entering Unmasked Estep Score: -513577.500000 Penalty: 876.500732 Iteration 14Q: 3 clusters Score -513577.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 15087 members Entering Unmasked Estep Score: -513582.500000 Penalty: 876.500732 Iteration 15Q: 3 clusters Score -513582.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -513589.250000 Penalty: 876.500732 Iteration 16Q: 3 clusters Score -513589.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -513594.281250 Penalty: 876.500732 Iteration 17Q: 3 clusters Score -513594.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 15105 members Entering Unmasked Estep Score: -513598.500000 Penalty: 876.500732 Iteration 18Q: 3 clusters Score -513598.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -513602.656250 Penalty: 876.500732 Iteration 19Q: 3 clusters Score -513602.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -513612.843750 Penalty: 876.500732 Iteration 20F: 3 clusters Score -513612.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -513614.718750 Penalty: 876.500732 Iteration 21Q: 3 clusters Score -513614.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -513616.968750 Penalty: 876.500732 Iteration 22Q: 3 clusters Score -513617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -513617.781250 Penalty: 876.500732 Iteration 23Q: 3 clusters Score -513617.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -513618.593750 Penalty: 876.500732 Iteration 24Q: 3 clusters Score -513618.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -513618.343750 Penalty: 876.500732 Iteration 25Q: 3 clusters Score -513618.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -513618.343750 Penalty: 876.500732 Iteration 26F: 3 clusters Score -513618.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Entering Unmasked Estep Score: -51874.324219 Penalty: 330.640656 Iteration 0F: 2 clusters Score -51874.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -50802.757812 Penalty: 661.281311 Iteration 0F: 3 clusters Score -50802.76 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -51152.132812 Penalty: 661.281311 Iteration 1F: 3 clusters Score -51152.13 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -51222.402344 Penalty: 661.281311 Iteration 2F: 3 clusters Score -51222.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -51270.535156 Penalty: 661.281311 Iteration 3F: 3 clusters Score -51270.54 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -51301.503906 Penalty: 661.281311 Iteration 4Q: 3 clusters Score -51301.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -51330.351562 Penalty: 661.281311 Iteration 5Q: 3 clusters Score -51330.35 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -51354.527344 Penalty: 661.281311 Iteration 6Q: 3 clusters Score -51354.53 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -51379.847656 Penalty: 661.281311 Iteration 7Q: 3 clusters Score -51379.85 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -51399.261719 Penalty: 661.281311 Iteration 8Q: 3 clusters Score -51399.26 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -51415.492188 Penalty: 661.281311 Iteration 9Q: 3 clusters Score -51415.49 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -51430.914062 Penalty: 661.281311 Iteration 10Q: 3 clusters Score -51430.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -51445.101562 Penalty: 661.281311 Iteration 11Q: 3 clusters Score -51445.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -51458.714844 Penalty: 661.281311 Iteration 12Q: 3 clusters Score -51458.71 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -51472.148438 Penalty: 661.281311 Iteration 13Q: 3 clusters Score -51472.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -51489.015625 Penalty: 661.281311 Iteration 14Q: 3 clusters Score -51489.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -51515.843750 Penalty: 661.281311 Iteration 15Q: 3 clusters Score -51515.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -51529.929688 Penalty: 661.281311 Iteration 16Q: 3 clusters Score -51529.93 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -51539.566406 Penalty: 661.281311 Iteration 17Q: 3 clusters Score -51539.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -51547.593750 Penalty: 661.281311 Iteration 18Q: 3 clusters Score -51547.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -51555.566406 Penalty: 661.281311 Iteration 19Q: 3 clusters Score -51555.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -51562.398438 Penalty: 661.281311 Iteration 20F: 3 clusters Score -51562.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -51566.203125 Penalty: 661.281311 Iteration 21Q: 3 clusters Score -51566.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -51570.535156 Penalty: 661.281311 Iteration 22Q: 3 clusters Score -51570.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -51573.824219 Penalty: 661.281311 Iteration 23Q: 3 clusters Score -51573.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -51574.964844 Penalty: 661.281311 Iteration 24Q: 3 clusters Score -51574.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -51575.410156 Penalty: 661.281311 Iteration 25Q: 3 clusters Score -51575.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -51575.410156 Penalty: 661.281311 Iteration 26F: 3 clusters Score -51575.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (9146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Entering Unmasked Estep Score: -333092.875000 Penalty: 415.008759 Iteration 0F: 2 clusters Score -333092.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -327056.281250 Penalty: 830.017517 Iteration 0F: 3 clusters Score -327056.3 nChanged 4149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -329413.375000 Penalty: 830.017517 Iteration 1F: 3 clusters Score -329413.4 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -329621.500000 Penalty: 830.017517 Iteration 2F: 3 clusters Score -329621.5 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -329846.625000 Penalty: 830.017517 Iteration 3F: 3 clusters Score -329846.6 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -330060.656250 Penalty: 830.017517 Iteration 4Q: 3 clusters Score -330060.7 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -330289.312500 Penalty: 830.017517 Iteration 5Q: 3 clusters Score -330289.3 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -330556.125000 Penalty: 830.017517 Iteration 6Q: 3 clusters Score -330556.1 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -330831.406250 Penalty: 830.017517 Iteration 7Q: 3 clusters Score -330831.4 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -331068.812500 Penalty: 830.017517 Iteration 8Q: 3 clusters Score -331068.8 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -331278.250000 Penalty: 830.017517 Iteration 9Q: 3 clusters Score -331278.2 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -331418.656250 Penalty: 830.017517 Iteration 10Q: 3 clusters Score -331418.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -331512.031250 Penalty: 830.017517 Iteration 11Q: 3 clusters Score -331512 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -331570.468750 Penalty: 830.017517 Iteration 12Q: 3 clusters Score -331570.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -331626.750000 Penalty: 830.017517 Iteration 13Q: 3 clusters Score -331626.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -331685.531250 Penalty: 830.017517 Iteration 14Q: 3 clusters Score -331685.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -331745.093750 Penalty: 830.017517 Iteration 15Q: 3 clusters Score -331745.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -331796.625000 Penalty: 830.017517 Iteration 16Q: 3 clusters Score -331796.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -331846.656250 Penalty: 830.017517 Iteration 17Q: 3 clusters Score -331846.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -331893.000000 Penalty: 830.017517 Iteration 18Q: 3 clusters Score -331893 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -331942.562500 Penalty: 830.017517 Iteration 19Q: 3 clusters Score -331942.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -331989.750000 Penalty: 830.017517 Iteration 20F: 3 clusters Score -331989.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -332041.500000 Penalty: 830.017517 Iteration 21Q: 3 clusters Score -332041.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -332091.906250 Penalty: 830.017517 Iteration 22Q: 3 clusters Score -332091.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7627 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -332133.437500 Penalty: 830.017517 Iteration 23Q: 3 clusters Score -332133.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7748 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -332181.531250 Penalty: 830.017517 Iteration 24Q: 3 clusters Score -332181.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -332220.593750 Penalty: 830.017517 Iteration 25Q: 3 clusters Score -332220.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7940 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -332250.406250 Penalty: 830.017517 Iteration 26Q: 3 clusters Score -332250.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -332287.500000 Penalty: 830.017517 Iteration 27Q: 3 clusters Score -332287.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -332329.656250 Penalty: 830.017517 Iteration 28Q: 3 clusters Score -332329.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -332377.750000 Penalty: 830.017517 Iteration 29Q: 3 clusters Score -332377.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8308 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -332417.218750 Penalty: 830.017517 Iteration 30Q: 3 clusters Score -332417.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -332442.687500 Penalty: 830.017517 Iteration 31Q: 3 clusters Score -332442.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -332466.062500 Penalty: 830.017517 Iteration 32Q: 3 clusters Score -332466.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -332490.750000 Penalty: 830.017517 Iteration 33Q: 3 clusters Score -332490.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8552 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -332509.031250 Penalty: 830.017517 Iteration 34Q: 3 clusters Score -332509 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -332532.093750 Penalty: 830.017517 Iteration 35Q: 3 clusters Score -332532.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8655 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -332561.187500 Penalty: 830.017517 Iteration 36Q: 3 clusters Score -332561.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -332591.593750 Penalty: 830.017517 Iteration 37Q: 3 clusters Score -332591.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -332625.781250 Penalty: 830.017517 Iteration 38Q: 3 clusters Score -332625.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8782 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -332640.593750 Penalty: 830.017517 Iteration 39Q: 3 clusters Score -332640.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -332654.906250 Penalty: 830.017517 Iteration 40F: 3 clusters Score -332654.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -332668.250000 Penalty: 830.017517 Iteration 41Q: 3 clusters Score -332668.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8857 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -332684.343750 Penalty: 830.017517 Iteration 42Q: 3 clusters Score -332684.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -332699.875000 Penalty: 830.017517 Iteration 43Q: 3 clusters Score -332699.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -332710.062500 Penalty: 830.017517 Iteration 44Q: 3 clusters Score -332710.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8914 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -332717.812500 Penalty: 830.017517 Iteration 45Q: 3 clusters Score -332717.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -332726.031250 Penalty: 830.017517 Iteration 46Q: 3 clusters Score -332726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -332731.875000 Penalty: 830.017517 Iteration 47Q: 3 clusters Score -332731.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8946 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -332736.375000 Penalty: 830.017517 Iteration 48Q: 3 clusters Score -332736.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -332741.406250 Penalty: 830.017517 Iteration 49Q: 3 clusters Score -332741.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -332745.625000 Penalty: 830.017517 Iteration 50Q: 3 clusters Score -332745.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -332751.812500 Penalty: 830.017517 Iteration 51Q: 3 clusters Score -332751.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -332753.875000 Penalty: 830.017517 Iteration 52Q: 3 clusters Score -332753.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -332755.718750 Penalty: 830.017517 Iteration 53Q: 3 clusters Score -332755.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8977 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -332756.625000 Penalty: 830.017517 Iteration 54Q: 3 clusters Score -332756.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -332758.250000 Penalty: 830.017517 Iteration 55Q: 3 clusters Score -332758.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -332758.093750 Penalty: 830.017517 Iteration 56Q: 3 clusters Score -332758.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -332758.093750 Penalty: 830.017517 Iteration 57F: 3 clusters Score -332758.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Entering Unmasked Estep Score: -51053.339844 Penalty: 338.392883 Iteration 0F: 2 clusters Score -51053.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -49840.726562 Penalty: 676.785767 Iteration 0F: 3 clusters Score -49840.73 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -50261.660156 Penalty: 676.785767 Iteration 1F: 3 clusters Score -50261.66 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -50418.886719 Penalty: 676.785767 Iteration 2F: 3 clusters Score -50418.89 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -50576.562500 Penalty: 676.785767 Iteration 3F: 3 clusters Score -50576.56 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -50711.734375 Penalty: 676.785767 Iteration 4F: 3 clusters Score -50711.73 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -50803.484375 Penalty: 676.785767 Iteration 5F: 3 clusters Score -50803.48 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -50887.484375 Penalty: 676.785767 Iteration 6Q: 3 clusters Score -50887.48 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -50963.835938 Penalty: 676.785767 Iteration 7Q: 3 clusters Score -50963.84 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -51012.750000 Penalty: 676.785767 Iteration 8Q: 3 clusters Score -51012.75 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -51050.664062 Penalty: 676.785767 Iteration 9Q: 3 clusters Score -51050.66 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -51076.574219 Penalty: 676.785767 Iteration 10Q: 3 clusters Score -51076.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -51082.644531 Penalty: 676.785767 Iteration 11Q: 3 clusters Score -51082.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -51084.785156 Penalty: 676.785767 Iteration 12Q: 3 clusters Score -51084.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -51087.054688 Penalty: 676.785767 Iteration 13Q: 3 clusters Score -51087.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -51089.390625 Penalty: 676.785767 Iteration 14Q: 3 clusters Score -51089.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -51089.800781 Penalty: 676.785767 Iteration 15Q: 3 clusters Score -51089.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -51090.003906 Penalty: 676.785767 Iteration 16Q: 3 clusters Score -51090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -51090.464844 Penalty: 676.785767 Iteration 17Q: 3 clusters Score -51090.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -51090.464844 Penalty: 676.785767 Iteration 18F: 3 clusters Score -51090.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2062 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29038 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3305 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1760 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10370 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9146 members Mstep: Class 20 contains 1377 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Mstep: Class 28 contains 321 members Entering Unmasked Estep Score: -4958458.000000 Penalty: 15229.620117 Splitting cluster 20 changes total score from -4958628.000000 to -4958458.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (2003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Entering Unmasked Estep Score: -64260.261719 Penalty: 345.909271 Iteration 0F: 2 clusters Score -64260.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -62816.253906 Penalty: 691.818542 Iteration 0F: 3 clusters Score -62816.25 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -63330.664062 Penalty: 691.818542 Iteration 1F: 3 clusters Score -63330.66 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -63419.308594 Penalty: 691.818542 Iteration 2F: 3 clusters Score -63419.31 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -63485.972656 Penalty: 691.818542 Iteration 3F: 3 clusters Score -63485.97 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -63526.632812 Penalty: 691.818542 Iteration 4Q: 3 clusters Score -63526.63 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -63557.296875 Penalty: 691.818542 Iteration 5Q: 3 clusters Score -63557.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -63583.871094 Penalty: 691.818542 Iteration 6Q: 3 clusters Score -63583.87 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -63608.527344 Penalty: 691.818542 Iteration 7Q: 3 clusters Score -63608.53 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -63640.386719 Penalty: 691.818542 Iteration 8Q: 3 clusters Score -63640.39 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -63671.175781 Penalty: 691.818542 Iteration 9Q: 3 clusters Score -63671.18 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -63700.511719 Penalty: 691.818542 Iteration 10Q: 3 clusters Score -63700.51 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -63733.992188 Penalty: 691.818542 Iteration 11Q: 3 clusters Score -63733.99 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -63764.914062 Penalty: 691.818542 Iteration 12Q: 3 clusters Score -63764.91 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -63801.976562 Penalty: 691.818542 Iteration 13Q: 3 clusters Score -63801.98 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -63832.933594 Penalty: 691.818542 Iteration 14Q: 3 clusters Score -63832.93 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -63857.109375 Penalty: 691.818542 Iteration 15Q: 3 clusters Score -63857.11 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -63881.250000 Penalty: 691.818542 Iteration 16Q: 3 clusters Score -63881.25 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -63900.351562 Penalty: 691.818542 Iteration 17Q: 3 clusters Score -63900.35 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -63912.437500 Penalty: 691.818542 Iteration 18Q: 3 clusters Score -63912.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -63922.335938 Penalty: 691.818542 Iteration 19Q: 3 clusters Score -63922.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -63930.390625 Penalty: 691.818542 Iteration 20F: 3 clusters Score -63930.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -63936.730469 Penalty: 691.818542 Iteration 21Q: 3 clusters Score -63936.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -63941.046875 Penalty: 691.818542 Iteration 22Q: 3 clusters Score -63941.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -63943.808594 Penalty: 691.818542 Iteration 23Q: 3 clusters Score -63943.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -63945.417969 Penalty: 691.818542 Iteration 24Q: 3 clusters Score -63945.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -63948.234375 Penalty: 691.818542 Iteration 25Q: 3 clusters Score -63948.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -63950.625000 Penalty: 691.818542 Iteration 26Q: 3 clusters Score -63950.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -63951.769531 Penalty: 691.818542 Iteration 27Q: 3 clusters Score -63951.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -63952.492188 Penalty: 691.818542 Iteration 28Q: 3 clusters Score -63952.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -63953.394531 Penalty: 691.818542 Iteration 29Q: 3 clusters Score -63953.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -63953.476562 Penalty: 691.818542 Iteration 30Q: 3 clusters Score -63953.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -63954.101562 Penalty: 691.818542 Iteration 31Q: 3 clusters Score -63954.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -63954.578125 Penalty: 691.818542 Iteration 32Q: 3 clusters Score -63954.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -63955.554688 Penalty: 691.818542 Iteration 33Q: 3 clusters Score -63955.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -63958.996094 Penalty: 691.818542 Iteration 34Q: 3 clusters Score -63959 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -63960.515625 Penalty: 691.818542 Iteration 35Q: 3 clusters Score -63960.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -63961.875000 Penalty: 691.818542 Iteration 36Q: 3 clusters Score -63961.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -63962.113281 Penalty: 691.818542 Iteration 37Q: 3 clusters Score -63962.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -63962.218750 Penalty: 691.818542 Iteration 38Q: 3 clusters Score -63962.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -63962.218750 Penalty: 691.818542 Iteration 39F: 3 clusters Score -63962.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (7513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Entering Unmasked Estep Score: -275917.875000 Penalty: 406.059723 Iteration 0F: 2 clusters Score -275917.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -270842.625000 Penalty: 812.119446 Iteration 0F: 3 clusters Score -270842.6 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -272752.906250 Penalty: 812.119446 Iteration 1F: 3 clusters Score -272752.9 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -272984.875000 Penalty: 812.119446 Iteration 2F: 3 clusters Score -272984.9 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -273234.593750 Penalty: 812.119446 Iteration 3F: 3 clusters Score -273234.6 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -273511.750000 Penalty: 812.119446 Iteration 4F: 3 clusters Score -273511.8 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -273815.875000 Penalty: 812.119446 Iteration 5F: 3 clusters Score -273815.9 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -274180.468750 Penalty: 812.119446 Iteration 6F: 3 clusters Score -274180.5 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -274581.375000 Penalty: 812.119446 Iteration 7F: 3 clusters Score -274581.4 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -274931.593750 Penalty: 812.119446 Iteration 8F: 3 clusters Score -274931.6 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6814 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -275198.593750 Penalty: 812.119446 Iteration 9Q: 3 clusters Score -275198.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -275355.156250 Penalty: 812.119446 Iteration 10Q: 3 clusters Score -275355.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -275446.093750 Penalty: 812.119446 Iteration 11Q: 3 clusters Score -275446.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -275512.500000 Penalty: 812.119446 Iteration 12Q: 3 clusters Score -275512.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -275542.593750 Penalty: 812.119446 Iteration 13Q: 3 clusters Score -275542.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -275560.937500 Penalty: 812.119446 Iteration 14Q: 3 clusters Score -275560.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -275569.718750 Penalty: 812.119446 Iteration 15Q: 3 clusters Score -275569.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -275575.656250 Penalty: 812.119446 Iteration 16Q: 3 clusters Score -275575.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -275579.875000 Penalty: 812.119446 Iteration 17Q: 3 clusters Score -275579.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -275584.562500 Penalty: 812.119446 Iteration 18Q: 3 clusters Score -275584.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -275589.218750 Penalty: 812.119446 Iteration 19Q: 3 clusters Score -275589.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -275594.750000 Penalty: 812.119446 Iteration 20F: 3 clusters Score -275594.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -275601.156250 Penalty: 812.119446 Iteration 21Q: 3 clusters Score -275601.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -275606.468750 Penalty: 812.119446 Iteration 22Q: 3 clusters Score -275606.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7417 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -275611.187500 Penalty: 812.119446 Iteration 23Q: 3 clusters Score -275611.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -275612.375000 Penalty: 812.119446 Iteration 24Q: 3 clusters Score -275612.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -275612.937500 Penalty: 812.119446 Iteration 25Q: 3 clusters Score -275612.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -275616.218750 Penalty: 812.119446 Iteration 26Q: 3 clusters Score -275616.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -275619.125000 Penalty: 812.119446 Iteration 27Q: 3 clusters Score -275619.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -275619.656250 Penalty: 812.119446 Iteration 28Q: 3 clusters Score -275619.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -275619.656250 Penalty: 812.119446 Iteration 29F: 3 clusters Score -275619.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Entering Unmasked Estep Score: -39243.566406 Penalty: 322.900818 Iteration 0F: 2 clusters Score -39243.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -38294.402344 Penalty: 645.801636 Iteration 0F: 3 clusters Score -38294.4 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -38603.234375 Penalty: 645.801636 Iteration 1F: 3 clusters Score -38603.23 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -38699.269531 Penalty: 645.801636 Iteration 2F: 3 clusters Score -38699.27 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -38783.816406 Penalty: 645.801636 Iteration 3F: 3 clusters Score -38783.82 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -38864.542969 Penalty: 645.801636 Iteration 4F: 3 clusters Score -38864.54 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -38921.105469 Penalty: 645.801636 Iteration 5F: 3 clusters Score -38921.11 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -38953.437500 Penalty: 645.801636 Iteration 6Q: 3 clusters Score -38953.44 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -38982.035156 Penalty: 645.801636 Iteration 7Q: 3 clusters Score -38982.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -39002.007812 Penalty: 645.801636 Iteration 8Q: 3 clusters Score -39002.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -39015.183594 Penalty: 645.801636 Iteration 9Q: 3 clusters Score -39015.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -39026.917969 Penalty: 645.801636 Iteration 10Q: 3 clusters Score -39026.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -39034.046875 Penalty: 645.801636 Iteration 11Q: 3 clusters Score -39034.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -39035.839844 Penalty: 645.801636 Iteration 12Q: 3 clusters Score -39035.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -39037.781250 Penalty: 645.801636 Iteration 13Q: 3 clusters Score -39037.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -39039.191406 Penalty: 645.801636 Iteration 14Q: 3 clusters Score -39039.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -39039.480469 Penalty: 645.801636 Iteration 15Q: 3 clusters Score -39039.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -39039.480469 Penalty: 645.801636 Iteration 16F: 3 clusters Score -39039.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2442 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Entering Unmasked Estep Score: -71934.156250 Penalty: 354.926056 Iteration 0F: 2 clusters Score -71934.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -70231.531250 Penalty: 709.852112 Iteration 0F: 3 clusters Score -70231.53 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -70946.359375 Penalty: 709.852112 Iteration 1F: 3 clusters Score -70946.36 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -71097.234375 Penalty: 709.852112 Iteration 2F: 3 clusters Score -71097.23 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -71237.398438 Penalty: 709.852112 Iteration 3F: 3 clusters Score -71237.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -71339.476562 Penalty: 709.852112 Iteration 4F: 3 clusters Score -71339.48 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -71435.789062 Penalty: 709.852112 Iteration 5F: 3 clusters Score -71435.79 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -71512.312500 Penalty: 709.852112 Iteration 6Q: 3 clusters Score -71512.31 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -71563.328125 Penalty: 709.852112 Iteration 7Q: 3 clusters Score -71563.33 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -71589.250000 Penalty: 709.852112 Iteration 8Q: 3 clusters Score -71589.25 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -71608.875000 Penalty: 709.852112 Iteration 9Q: 3 clusters Score -71608.88 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -71636.250000 Penalty: 709.852112 Iteration 10Q: 3 clusters Score -71636.25 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -71667.039062 Penalty: 709.852112 Iteration 11Q: 3 clusters Score -71667.04 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -71685.429688 Penalty: 709.852112 Iteration 12Q: 3 clusters Score -71685.43 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -71696.554688 Penalty: 709.852112 Iteration 13Q: 3 clusters Score -71696.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -71702.179688 Penalty: 709.852112 Iteration 14Q: 3 clusters Score -71702.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -71704.460938 Penalty: 709.852112 Iteration 15Q: 3 clusters Score -71704.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -71705.289062 Penalty: 709.852112 Iteration 16Q: 3 clusters Score -71705.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -71705.875000 Penalty: 709.852112 Iteration 17Q: 3 clusters Score -71705.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -71707.875000 Penalty: 709.852112 Iteration 18Q: 3 clusters Score -71707.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -71711.046875 Penalty: 709.852112 Iteration 19Q: 3 clusters Score -71711.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -71717.023438 Penalty: 709.852112 Iteration 20F: 3 clusters Score -71717.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -71721.992188 Penalty: 709.852112 Iteration 21Q: 3 clusters Score -71721.99 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -71724.585938 Penalty: 709.852112 Iteration 22Q: 3 clusters Score -71724.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -71726.617188 Penalty: 709.852112 Iteration 23Q: 3 clusters Score -71726.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -71728.742188 Penalty: 709.852112 Iteration 24Q: 3 clusters Score -71728.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -71732.007812 Penalty: 709.852112 Iteration 25Q: 3 clusters Score -71732.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -71738.554688 Penalty: 709.852112 Iteration 26Q: 3 clusters Score -71738.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -71751.500000 Penalty: 709.852112 Iteration 27Q: 3 clusters Score -71751.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -71764.351562 Penalty: 709.852112 Iteration 28Q: 3 clusters Score -71764.35 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -71774.296875 Penalty: 709.852112 Iteration 29Q: 3 clusters Score -71774.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -71783.414062 Penalty: 709.852112 Iteration 30Q: 3 clusters Score -71783.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -71791.687500 Penalty: 709.852112 Iteration 31Q: 3 clusters Score -71791.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -71796.445312 Penalty: 709.852112 Iteration 32Q: 3 clusters Score -71796.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -71799.718750 Penalty: 709.852112 Iteration 33Q: 3 clusters Score -71799.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -71802.070312 Penalty: 709.852112 Iteration 34Q: 3 clusters Score -71802.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -71802.671875 Penalty: 709.852112 Iteration 35Q: 3 clusters Score -71802.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -71802.953125 Penalty: 709.852112 Iteration 36Q: 3 clusters Score -71802.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -71802.945312 Penalty: 709.852112 Iteration 37Q: 3 clusters Score -71802.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -71802.945312 Penalty: 709.852112 Iteration 38F: 3 clusters Score -71802.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -20967.582031 Penalty: 291.362610 Iteration 0F: 2 clusters Score -20967.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20417.431641 Penalty: 582.725220 Iteration 0F: 3 clusters Score -20417.43 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -20527.722656 Penalty: 582.725220 Iteration 1F: 3 clusters Score -20527.72 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -20544.562500 Penalty: 582.725220 Iteration 2F: 3 clusters Score -20544.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -20557.550781 Penalty: 582.725220 Iteration 3Q: 3 clusters Score -20557.55 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -20568.794922 Penalty: 582.725220 Iteration 4Q: 3 clusters Score -20568.79 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -20580.580078 Penalty: 582.725220 Iteration 5Q: 3 clusters Score -20580.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -20589.021484 Penalty: 582.725220 Iteration 6Q: 3 clusters Score -20589.02 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20594.437500 Penalty: 582.725220 Iteration 7Q: 3 clusters Score -20594.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -20599.099609 Penalty: 582.725220 Iteration 8Q: 3 clusters Score -20599.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -20601.763672 Penalty: 582.725220 Iteration 9Q: 3 clusters Score -20601.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20607.093750 Penalty: 582.725220 Iteration 10Q: 3 clusters Score -20607.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -20610.859375 Penalty: 582.725220 Iteration 11Q: 3 clusters Score -20610.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -20615.427734 Penalty: 582.725220 Iteration 12Q: 3 clusters Score -20615.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -20619.015625 Penalty: 582.725220 Iteration 13Q: 3 clusters Score -20619.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20621.646484 Penalty: 582.725220 Iteration 14Q: 3 clusters Score -20621.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -20626.730469 Penalty: 582.725220 Iteration 15Q: 3 clusters Score -20626.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -20634.228516 Penalty: 582.725220 Iteration 16Q: 3 clusters Score -20634.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -20640.582031 Penalty: 582.725220 Iteration 17Q: 3 clusters Score -20640.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -20647.703125 Penalty: 582.725220 Iteration 18Q: 3 clusters Score -20647.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -20658.111328 Penalty: 582.725220 Iteration 19Q: 3 clusters Score -20658.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -20665.517578 Penalty: 582.725220 Iteration 20F: 3 clusters Score -20665.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -20675.699219 Penalty: 582.725220 Iteration 21Q: 3 clusters Score -20675.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20678.744141 Penalty: 582.725220 Iteration 22Q: 3 clusters Score -20678.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20679.898438 Penalty: 582.725220 Iteration 23Q: 3 clusters Score -20679.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20680.058594 Penalty: 582.725220 Iteration 24Q: 3 clusters Score -20680.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -20680.058594 Penalty: 582.725220 Iteration 25F: 3 clusters Score -20680.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -9620.577148 Penalty: 265.881287 Iteration 0F: 2 clusters Score -9620.577 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 169 members Entering Unmasked Estep Score: -9231.928711 Penalty: 531.762573 Iteration 0F: 3 clusters Score -9231.929 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -9336.095703 Penalty: 531.762573 Iteration 1F: 3 clusters Score -9336.096 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9363.321289 Penalty: 531.762573 Iteration 2F: 3 clusters Score -9363.321 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9378.702148 Penalty: 531.762573 Iteration 3Q: 3 clusters Score -9378.702 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9392.068359 Penalty: 531.762573 Iteration 4Q: 3 clusters Score -9392.068 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9411.690430 Penalty: 531.762573 Iteration 5Q: 3 clusters Score -9411.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9431.831055 Penalty: 531.762573 Iteration 6Q: 3 clusters Score -9431.831 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -9439.980469 Penalty: 531.762573 Iteration 7Q: 3 clusters Score -9439.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -9442.942383 Penalty: 531.762573 Iteration 8Q: 3 clusters Score -9442.942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -9445.246094 Penalty: 531.762573 Iteration 9Q: 3 clusters Score -9445.246 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -9449.925781 Penalty: 531.762573 Iteration 10Q: 3 clusters Score -9449.926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9450.935547 Penalty: 531.762573 Iteration 11Q: 3 clusters Score -9450.936 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -9450.935547 Penalty: 531.762573 Iteration 12F: 3 clusters Score -9450.936 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -27274.636719 Penalty: 303.056152 Iteration 0F: 2 clusters Score -27274.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -26588.388672 Penalty: 606.112305 Iteration 0F: 3 clusters Score -26588.39 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -26756.001953 Penalty: 606.112305 Iteration 1F: 3 clusters Score -26756 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -26807.099609 Penalty: 606.112305 Iteration 2F: 3 clusters Score -26807.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -26830.710938 Penalty: 606.112305 Iteration 3Q: 3 clusters Score -26830.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -26852.404297 Penalty: 606.112305 Iteration 4Q: 3 clusters Score -26852.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -26872.087891 Penalty: 606.112305 Iteration 5Q: 3 clusters Score -26872.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -26885.751953 Penalty: 606.112305 Iteration 6Q: 3 clusters Score -26885.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -26892.576172 Penalty: 606.112305 Iteration 7Q: 3 clusters Score -26892.58 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26901.193359 Penalty: 606.112305 Iteration 8Q: 3 clusters Score -26901.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -26907.634766 Penalty: 606.112305 Iteration 9Q: 3 clusters Score -26907.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -26916.648438 Penalty: 606.112305 Iteration 10Q: 3 clusters Score -26916.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -26923.679688 Penalty: 606.112305 Iteration 11Q: 3 clusters Score -26923.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -26928.882812 Penalty: 606.112305 Iteration 12Q: 3 clusters Score -26928.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -26933.818359 Penalty: 606.112305 Iteration 13Q: 3 clusters Score -26933.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -26941.542969 Penalty: 606.112305 Iteration 14Q: 3 clusters Score -26941.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -26952.933594 Penalty: 606.112305 Iteration 15Q: 3 clusters Score -26952.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -26966.992188 Penalty: 606.112305 Iteration 16Q: 3 clusters Score -26966.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26978.542969 Penalty: 606.112305 Iteration 17Q: 3 clusters Score -26978.54 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26990.906250 Penalty: 606.112305 Iteration 18Q: 3 clusters Score -26990.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -26997.218750 Penalty: 606.112305 Iteration 19Q: 3 clusters Score -26997.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -27002.814453 Penalty: 606.112305 Iteration 20F: 3 clusters Score -27002.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27012.398438 Penalty: 606.112305 Iteration 21Q: 3 clusters Score -27012.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -27021.671875 Penalty: 606.112305 Iteration 22Q: 3 clusters Score -27021.67 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27026.392578 Penalty: 606.112305 Iteration 23Q: 3 clusters Score -27026.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27029.142578 Penalty: 606.112305 Iteration 24Q: 3 clusters Score -27029.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -27030.583984 Penalty: 606.112305 Iteration 25Q: 3 clusters Score -27030.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -27031.544922 Penalty: 606.112305 Iteration 26Q: 3 clusters Score -27031.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27033.996094 Penalty: 606.112305 Iteration 27Q: 3 clusters Score -27034 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27038.527344 Penalty: 606.112305 Iteration 28Q: 3 clusters Score -27038.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -27039.919922 Penalty: 606.112305 Iteration 29Q: 3 clusters Score -27039.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27040.693359 Penalty: 606.112305 Iteration 30Q: 3 clusters Score -27040.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27041.197266 Penalty: 606.112305 Iteration 31Q: 3 clusters Score -27041.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -27042.337891 Penalty: 606.112305 Iteration 32Q: 3 clusters Score -27042.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -27043.822266 Penalty: 606.112305 Iteration 33Q: 3 clusters Score -27043.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -27043.822266 Penalty: 606.112305 Iteration 34F: 3 clusters Score -27043.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2062 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29038 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3305 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1760 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10370 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9146 members Mstep: Class 20 contains 1698 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958624.500000 Penalty: 14685.705078 Iteration 159Q: 28 clusters Score -4958624 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2061 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29050 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3298 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1760 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10364 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9147 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958629.500000 Penalty: 14685.705078 Iteration 160F: 28 clusters Score -4958630 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2058 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29062 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3291 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1760 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10359 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9149 members Mstep: Class 20 contains 1700 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958625.500000 Penalty: 14685.705078 Iteration 161Q: 28 clusters Score -4958626 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2055 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29078 members Mstep: Class 5 contains 10507 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3284 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29650 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10351 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9153 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958626.500000 Penalty: 14685.705078 Iteration 162Q: 28 clusters Score -4958626 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2052 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29087 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3283 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10344 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9158 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958626.500000 Penalty: 14685.705078 Iteration 163Q: 28 clusters Score -4958626 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2048 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29096 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3278 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10340 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9162 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958631.000000 Penalty: 14685.705078 Iteration 164Q: 28 clusters Score -4958631 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2047 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29102 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3274 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10338 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9164 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958630.500000 Penalty: 14685.705078 Iteration 165Q: 28 clusters Score -4958630 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2047 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29107 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3270 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13518 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10333 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9167 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958618.000000 Penalty: 14685.705078 Iteration 166Q: 28 clusters Score -4958618 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2043 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29114 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3267 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10328 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9173 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958619.000000 Penalty: 14685.705078 Iteration 167Q: 28 clusters Score -4958619 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2040 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29116 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3264 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10328 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9177 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958619.500000 Penalty: 14685.705078 Iteration 168Q: 28 clusters Score -4958620 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 2038 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29121 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3257 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2560 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10328 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9180 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958618.000000 Penalty: 14685.705078 Iteration 169Q: 28 clusters Score -4958618 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2037 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29127 members Mstep: Class 5 contains 10506 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3253 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29649 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10327 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9182 members Mstep: Class 20 contains 1699 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958621.000000 Penalty: 14685.705078 Iteration 170Q: 28 clusters Score -4958621 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2035 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29132 members Mstep: Class 5 contains 10505 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29651 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10325 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9184 members Mstep: Class 20 contains 1697 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958615.500000 Penalty: 14685.705078 Iteration 171Q: 28 clusters Score -4958616 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2034 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29139 members Mstep: Class 5 contains 10504 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3248 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29651 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10323 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9188 members Mstep: Class 20 contains 1694 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2441 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958614.500000 Penalty: 14685.705078 Iteration 172Q: 28 clusters Score -4958614 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2034 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29149 members Mstep: Class 5 contains 10503 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3248 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29651 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10314 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9189 members Mstep: Class 20 contains 1693 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2441 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958615.500000 Penalty: 14685.705078 Iteration 173Q: 28 clusters Score -4958616 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2033 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29154 members Mstep: Class 5 contains 10501 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29652 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10307 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9191 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2442 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958612.500000 Penalty: 14685.705078 Iteration 174Q: 28 clusters Score -4958612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2032 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29161 members Mstep: Class 5 contains 10500 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29652 members Mstep: Class 13 contains 13517 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10298 members Mstep: Class 16 contains 409 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9192 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958617.500000 Penalty: 14685.705078 Iteration 175Q: 28 clusters Score -4958618 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2030 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29164 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29652 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10296 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9194 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958613.500000 Penalty: 14685.705078 Iteration 176Q: 28 clusters Score -4958614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29165 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5200 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29652 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10295 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9195 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958613.000000 Penalty: 14685.705078 Iteration 177Q: 28 clusters Score -4958613 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2027 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29166 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5199 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10294 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9196 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958620.000000 Penalty: 14685.705078 Iteration 178Q: 28 clusters Score -4958620 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2027 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29166 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5198 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10293 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9198 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958621.000000 Penalty: 14685.705078 Iteration 179Q: 28 clusters Score -4958621 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29165 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10292 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9200 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958623.000000 Penalty: 14685.705078 Iteration 180F: 28 clusters Score -4958623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29165 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10291 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958623.500000 Penalty: 14685.705078 Iteration 181Q: 28 clusters Score -4958624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29166 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958623.000000 Penalty: 14685.705078 Iteration 182Q: 28 clusters Score -4958623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29167 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3251 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958622.500000 Penalty: 14685.705078 Iteration 183Q: 28 clusters Score -4958622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29168 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958626.000000 Penalty: 14685.705078 Iteration 184Q: 28 clusters Score -4958626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2029 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29167 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9201 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958628.500000 Penalty: 14685.705078 Iteration 185Q: 28 clusters Score -4958628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29167 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9202 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958629.000000 Penalty: 14685.705078 Iteration 186Q: 28 clusters Score -4958629 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29167 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9202 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -4958629.000000 Penalty: 14685.705078 Iteration 187F: 28 clusters Score -4958629 nChanged 0 Entering ConstructFrom: Score: -4958629.000000 Penalty: 14685.705078 Entering ConstructFrom: Trying to split cluster 1 (884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Entering Unmasked Estep Score: -20232.693359 Penalty: 308.692810 Iteration 0F: 2 clusters Score -20232.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -19507.667969 Penalty: 617.385620 Iteration 0F: 3 clusters Score -19507.67 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -19763.970703 Penalty: 617.385620 Iteration 1F: 3 clusters Score -19763.97 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -19908.417969 Penalty: 617.385620 Iteration 2F: 3 clusters Score -19908.42 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -20055.046875 Penalty: 617.385620 Iteration 3F: 3 clusters Score -20055.05 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -20152.654297 Penalty: 617.385620 Iteration 4F: 3 clusters Score -20152.65 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -20211.320312 Penalty: 617.385620 Iteration 5Q: 3 clusters Score -20211.32 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -20232.902344 Penalty: 617.385620 Iteration 6Q: 3 clusters Score -20232.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -20239.851562 Penalty: 617.385620 Iteration 7Q: 3 clusters Score -20239.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -20242.560547 Penalty: 617.385620 Iteration 8Q: 3 clusters Score -20242.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -20245.339844 Penalty: 617.385620 Iteration 9Q: 3 clusters Score -20245.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -20249.964844 Penalty: 617.385620 Iteration 10Q: 3 clusters Score -20249.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -20250.847656 Penalty: 617.385620 Iteration 11Q: 3 clusters Score -20250.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -20250.847656 Penalty: 617.385620 Iteration 12F: 3 clusters Score -20250.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29167 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9202 members Mstep: Class 20 contains 1691 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Mstep: Class 28 contains 419 members Entering Unmasked Estep Score: -4958413.500000 Penalty: 15229.620117 Splitting cluster 1 changes total score from -4958629.000000 to -4958413.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (2028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Entering Unmasked Estep Score: -71480.898438 Penalty: 346.473633 Iteration 0F: 2 clusters Score -71480.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -70008.234375 Penalty: 692.947266 Iteration 0F: 3 clusters Score -70008.23 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -70470.070312 Penalty: 692.947266 Iteration 1F: 3 clusters Score -70470.07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -70547.710938 Penalty: 692.947266 Iteration 2F: 3 clusters Score -70547.71 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -70626.476562 Penalty: 692.947266 Iteration 3F: 3 clusters Score -70626.48 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -70680.640625 Penalty: 692.947266 Iteration 4F: 3 clusters Score -70680.64 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -70723.101562 Penalty: 692.947266 Iteration 5Q: 3 clusters Score -70723.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -70778.328125 Penalty: 692.947266 Iteration 6Q: 3 clusters Score -70778.33 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -70848.351562 Penalty: 692.947266 Iteration 7Q: 3 clusters Score -70848.35 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -70908.578125 Penalty: 692.947266 Iteration 8Q: 3 clusters Score -70908.58 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -70949.421875 Penalty: 692.947266 Iteration 9Q: 3 clusters Score -70949.42 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -70982.867188 Penalty: 692.947266 Iteration 10Q: 3 clusters Score -70982.87 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -71005.523438 Penalty: 692.947266 Iteration 11Q: 3 clusters Score -71005.52 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -71023.570312 Penalty: 692.947266 Iteration 12Q: 3 clusters Score -71023.57 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -71036.132812 Penalty: 692.947266 Iteration 13Q: 3 clusters Score -71036.13 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -71050.906250 Penalty: 692.947266 Iteration 14Q: 3 clusters Score -71050.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -71066.429688 Penalty: 692.947266 Iteration 15Q: 3 clusters Score -71066.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -71080.718750 Penalty: 692.947266 Iteration 16Q: 3 clusters Score -71080.72 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -71087.398438 Penalty: 692.947266 Iteration 17Q: 3 clusters Score -71087.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -71092.031250 Penalty: 692.947266 Iteration 18Q: 3 clusters Score -71092.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -71095.242188 Penalty: 692.947266 Iteration 19Q: 3 clusters Score -71095.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -71100.242188 Penalty: 692.947266 Iteration 20F: 3 clusters Score -71100.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -71108.632812 Penalty: 692.947266 Iteration 21Q: 3 clusters Score -71108.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -71117.132812 Penalty: 692.947266 Iteration 22Q: 3 clusters Score -71117.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -71131.921875 Penalty: 692.947266 Iteration 23Q: 3 clusters Score -71131.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -71145.242188 Penalty: 692.947266 Iteration 24Q: 3 clusters Score -71145.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -71151.414062 Penalty: 692.947266 Iteration 25Q: 3 clusters Score -71151.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -71153.414062 Penalty: 692.947266 Iteration 26Q: 3 clusters Score -71153.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -71155.960938 Penalty: 692.947266 Iteration 27Q: 3 clusters Score -71155.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -71157.695312 Penalty: 692.947266 Iteration 28Q: 3 clusters Score -71157.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -71160.007812 Penalty: 692.947266 Iteration 29Q: 3 clusters Score -71160.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -71162.132812 Penalty: 692.947266 Iteration 30Q: 3 clusters Score -71162.13 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -71164.500000 Penalty: 692.947266 Iteration 31Q: 3 clusters Score -71164.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -71167.445312 Penalty: 692.947266 Iteration 32Q: 3 clusters Score -71167.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -71169.968750 Penalty: 692.947266 Iteration 33Q: 3 clusters Score -71169.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -71174.195312 Penalty: 692.947266 Iteration 34Q: 3 clusters Score -71174.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -71181.445312 Penalty: 692.947266 Iteration 35Q: 3 clusters Score -71181.45 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -71187.007812 Penalty: 692.947266 Iteration 36Q: 3 clusters Score -71187.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -71190.921875 Penalty: 692.947266 Iteration 37Q: 3 clusters Score -71190.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -71194.554688 Penalty: 692.947266 Iteration 38Q: 3 clusters Score -71194.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -71198.000000 Penalty: 692.947266 Iteration 39Q: 3 clusters Score -71198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -71199.070312 Penalty: 692.947266 Iteration 40F: 3 clusters Score -71199.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -71199.484375 Penalty: 692.947266 Iteration 41Q: 3 clusters Score -71199.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -71199.484375 Penalty: 692.947266 Iteration 42F: 3 clusters Score -71199.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Entering Unmasked Estep Score: -53071.265625 Penalty: 335.316833 Iteration 0F: 2 clusters Score -53071.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -51889.984375 Penalty: 670.633667 Iteration 0F: 3 clusters Score -51889.98 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -52326.996094 Penalty: 670.633667 Iteration 1F: 3 clusters Score -52327 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -52440.179688 Penalty: 670.633667 Iteration 2F: 3 clusters Score -52440.18 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -52535.351562 Penalty: 670.633667 Iteration 3F: 3 clusters Score -52535.35 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -52638.117188 Penalty: 670.633667 Iteration 4F: 3 clusters Score -52638.12 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -52732.566406 Penalty: 670.633667 Iteration 5F: 3 clusters Score -52732.57 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -52799.433594 Penalty: 670.633667 Iteration 6Q: 3 clusters Score -52799.43 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -52862.933594 Penalty: 670.633667 Iteration 7Q: 3 clusters Score -52862.93 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -52902.574219 Penalty: 670.633667 Iteration 8Q: 3 clusters Score -52902.57 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -52921.449219 Penalty: 670.633667 Iteration 9Q: 3 clusters Score -52921.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -52930.285156 Penalty: 670.633667 Iteration 10Q: 3 clusters Score -52930.29 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -52938.269531 Penalty: 670.633667 Iteration 11Q: 3 clusters Score -52938.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -52943.621094 Penalty: 670.633667 Iteration 12Q: 3 clusters Score -52943.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -52947.878906 Penalty: 670.633667 Iteration 13Q: 3 clusters Score -52947.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -52952.109375 Penalty: 670.633667 Iteration 14Q: 3 clusters Score -52952.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -52955.585938 Penalty: 670.633667 Iteration 15Q: 3 clusters Score -52955.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -52960.339844 Penalty: 670.633667 Iteration 16Q: 3 clusters Score -52960.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -52967.101562 Penalty: 670.633667 Iteration 17Q: 3 clusters Score -52967.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -52968.964844 Penalty: 670.633667 Iteration 18Q: 3 clusters Score -52968.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -52970.632812 Penalty: 670.633667 Iteration 19Q: 3 clusters Score -52970.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -52974.875000 Penalty: 670.633667 Iteration 20F: 3 clusters Score -52974.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -52979.800781 Penalty: 670.633667 Iteration 21Q: 3 clusters Score -52979.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -52984.042969 Penalty: 670.633667 Iteration 22Q: 3 clusters Score -52984.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -52988.437500 Penalty: 670.633667 Iteration 23Q: 3 clusters Score -52988.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -52991.492188 Penalty: 670.633667 Iteration 24Q: 3 clusters Score -52991.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -52992.539062 Penalty: 670.633667 Iteration 25Q: 3 clusters Score -52992.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -52992.539062 Penalty: 670.633667 Iteration 26F: 3 clusters Score -52992.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (29167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29167 members Entering Unmasked Estep Score: -983153.750000 Penalty: 467.776093 Iteration 0F: 2 clusters Score -983153.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14454 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -963737.500000 Penalty: 935.552185 Iteration 0F: 3 clusters Score -963737.5 nChanged 13950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 17133 members Entering Unmasked Estep Score: -972120.250000 Penalty: 935.552185 Iteration 1F: 3 clusters Score -972120.2 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 18572 members Entering Unmasked Estep Score: -972975.812500 Penalty: 935.552185 Iteration 2F: 3 clusters Score -972975.8 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 20625 members Entering Unmasked Estep Score: -974485.750000 Penalty: 935.552185 Iteration 3F: 3 clusters Score -974485.8 nChanged 2561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6005 members Mstep: Class 2 contains 23162 members Entering Unmasked Estep Score: -976721.750000 Penalty: 935.552185 Iteration 4F: 3 clusters Score -976721.8 nChanged 2521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 25679 members Entering Unmasked Estep Score: -979290.500000 Penalty: 935.552185 Iteration 5F: 3 clusters Score -979290.5 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 27536 members Entering Unmasked Estep Score: -981231.937500 Penalty: 935.552185 Iteration 6F: 3 clusters Score -981231.9 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 28481 members Entering Unmasked Estep Score: -982168.937500 Penalty: 935.552185 Iteration 7Q: 3 clusters Score -982168.9 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 28868 members Entering Unmasked Estep Score: -982525.375000 Penalty: 935.552185 Iteration 8Q: 3 clusters Score -982525.4 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 29019 members Entering Unmasked Estep Score: -982671.625000 Penalty: 935.552185 Iteration 9Q: 3 clusters Score -982671.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 29063 members Entering Unmasked Estep Score: -982720.687500 Penalty: 935.552185 Iteration 10Q: 3 clusters Score -982720.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 29073 members Entering Unmasked Estep Score: -982734.500000 Penalty: 935.552185 Iteration 11Q: 3 clusters Score -982734.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 29080 members Entering Unmasked Estep Score: -982746.500000 Penalty: 935.552185 Iteration 12Q: 3 clusters Score -982746.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 29081 members Entering Unmasked Estep Score: -982751.187500 Penalty: 935.552185 Iteration 13Q: 3 clusters Score -982751.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 29083 members Entering Unmasked Estep Score: -982756.062500 Penalty: 935.552185 Iteration 14Q: 3 clusters Score -982756.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 29085 members Entering Unmasked Estep Score: -982758.062500 Penalty: 935.552185 Iteration 15Q: 3 clusters Score -982758.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 29086 members Entering Unmasked Estep Score: -982758.437500 Penalty: 935.552185 Iteration 16Q: 3 clusters Score -982758.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 29086 members Entering Unmasked Estep Score: -982758.437500 Penalty: 935.552185 Iteration 17F: 3 clusters Score -982758.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (10499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Entering Unmasked Estep Score: -372415.031250 Penalty: 421.286102 Iteration 0F: 2 clusters Score -372415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -365421.031250 Penalty: 842.572205 Iteration 0F: 3 clusters Score -365421 nChanged 4842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -368227.625000 Penalty: 842.572205 Iteration 1F: 3 clusters Score -368227.6 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -368442.343750 Penalty: 842.572205 Iteration 2F: 3 clusters Score -368442.3 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -368758.968750 Penalty: 842.572205 Iteration 3F: 3 clusters Score -368759 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -369162.218750 Penalty: 842.572205 Iteration 4F: 3 clusters Score -369162.2 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4702 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -369590.187500 Penalty: 842.572205 Iteration 5F: 3 clusters Score -369590.2 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -369987.656250 Penalty: 842.572205 Iteration 6F: 3 clusters Score -369987.7 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -370418.031250 Penalty: 842.572205 Iteration 7F: 3 clusters Score -370418 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -370787.468750 Penalty: 842.572205 Iteration 8F: 3 clusters Score -370787.5 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -371035.781250 Penalty: 842.572205 Iteration 9Q: 3 clusters Score -371035.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -371196.437500 Penalty: 842.572205 Iteration 10Q: 3 clusters Score -371196.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -371297.468750 Penalty: 842.572205 Iteration 11Q: 3 clusters Score -371297.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -371366.781250 Penalty: 842.572205 Iteration 12Q: 3 clusters Score -371366.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -371401.500000 Penalty: 842.572205 Iteration 13Q: 3 clusters Score -371401.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -371433.406250 Penalty: 842.572205 Iteration 14Q: 3 clusters Score -371433.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -371454.281250 Penalty: 842.572205 Iteration 15Q: 3 clusters Score -371454.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -371477.156250 Penalty: 842.572205 Iteration 16Q: 3 clusters Score -371477.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -371495.218750 Penalty: 842.572205 Iteration 17Q: 3 clusters Score -371495.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -371511.968750 Penalty: 842.572205 Iteration 18Q: 3 clusters Score -371512 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -371528.687500 Penalty: 842.572205 Iteration 19Q: 3 clusters Score -371528.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -371550.156250 Penalty: 842.572205 Iteration 20F: 3 clusters Score -371550.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -371575.718750 Penalty: 842.572205 Iteration 21Q: 3 clusters Score -371575.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -371614.031250 Penalty: 842.572205 Iteration 22Q: 3 clusters Score -371614 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -371666.093750 Penalty: 842.572205 Iteration 23Q: 3 clusters Score -371666.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -371720.531250 Penalty: 842.572205 Iteration 24Q: 3 clusters Score -371720.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -371790.156250 Penalty: 842.572205 Iteration 25Q: 3 clusters Score -371790.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -371879.875000 Penalty: 842.572205 Iteration 26Q: 3 clusters Score -371879.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -371975.843750 Penalty: 842.572205 Iteration 27Q: 3 clusters Score -371975.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -372049.093750 Penalty: 842.572205 Iteration 28Q: 3 clusters Score -372049.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -372097.312500 Penalty: 842.572205 Iteration 29Q: 3 clusters Score -372097.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -372141.250000 Penalty: 842.572205 Iteration 30Q: 3 clusters Score -372141.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -372183.781250 Penalty: 842.572205 Iteration 31Q: 3 clusters Score -372183.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -372218.625000 Penalty: 842.572205 Iteration 32Q: 3 clusters Score -372218.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -372241.125000 Penalty: 842.572205 Iteration 33Q: 3 clusters Score -372241.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -372256.187500 Penalty: 842.572205 Iteration 34Q: 3 clusters Score -372256.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -372272.187500 Penalty: 842.572205 Iteration 35Q: 3 clusters Score -372272.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -372285.156250 Penalty: 842.572205 Iteration 36Q: 3 clusters Score -372285.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -372294.312500 Penalty: 842.572205 Iteration 37Q: 3 clusters Score -372294.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -372300.781250 Penalty: 842.572205 Iteration 38Q: 3 clusters Score -372300.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -372303.031250 Penalty: 842.572205 Iteration 39Q: 3 clusters Score -372303 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -372307.031250 Penalty: 842.572205 Iteration 40F: 3 clusters Score -372307 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -372308.437500 Penalty: 842.572205 Iteration 41Q: 3 clusters Score -372308.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 8163 members Entering Unmasked Estep Score: -372311.156250 Penalty: 842.572205 Iteration 42Q: 3 clusters Score -372311.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -372313.343750 Penalty: 842.572205 Iteration 43Q: 3 clusters Score -372313.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -372315.562500 Penalty: 842.572205 Iteration 44Q: 3 clusters Score -372315.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -372317.250000 Penalty: 842.572205 Iteration 45Q: 3 clusters Score -372317.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 8235 members Entering Unmasked Estep Score: -372320.125000 Penalty: 842.572205 Iteration 46Q: 3 clusters Score -372320.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -372321.031250 Penalty: 842.572205 Iteration 47Q: 3 clusters Score -372321 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -372322.093750 Penalty: 842.572205 Iteration 48Q: 3 clusters Score -372322.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -372323.000000 Penalty: 842.572205 Iteration 49Q: 3 clusters Score -372323 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 8280 members Entering Unmasked Estep Score: -372324.625000 Penalty: 842.572205 Iteration 50Q: 3 clusters Score -372324.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -372326.187500 Penalty: 842.572205 Iteration 51Q: 3 clusters Score -372326.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -372326.125000 Penalty: 842.572205 Iteration 52Q: 3 clusters Score -372326.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -372326.781250 Penalty: 842.572205 Iteration 53Q: 3 clusters Score -372326.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -372327.156250 Penalty: 842.572205 Iteration 54Q: 3 clusters Score -372327.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -372327.062500 Penalty: 842.572205 Iteration 55Q: 3 clusters Score -372327.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -372327.656250 Penalty: 842.572205 Iteration 56Q: 3 clusters Score -372327.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -372327.968750 Penalty: 842.572205 Iteration 57Q: 3 clusters Score -372328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -372328.343750 Penalty: 842.572205 Iteration 58Q: 3 clusters Score -372328.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 8333 members Entering Unmasked Estep Score: -372329.718750 Penalty: 842.572205 Iteration 59Q: 3 clusters Score -372329.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 8334 members Entering Unmasked Estep Score: -372329.093750 Penalty: 842.572205 Iteration 60F: 3 clusters Score -372329.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (5197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Entering Unmasked Estep Score: -175767.718750 Penalty: 389.290558 Iteration 0F: 2 clusters Score -175767.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -172282.109375 Penalty: 778.581116 Iteration 0F: 3 clusters Score -172282.1 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -174030.406250 Penalty: 778.581116 Iteration 1F: 3 clusters Score -174030.4 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -174425.703125 Penalty: 778.581116 Iteration 2F: 3 clusters Score -174425.7 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -174747.343750 Penalty: 778.581116 Iteration 3F: 3 clusters Score -174747.3 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -174986.156250 Penalty: 778.581116 Iteration 4F: 3 clusters Score -174986.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -175149.015625 Penalty: 778.581116 Iteration 5Q: 3 clusters Score -175149 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -175253.546875 Penalty: 778.581116 Iteration 6Q: 3 clusters Score -175253.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -175318.359375 Penalty: 778.581116 Iteration 7Q: 3 clusters Score -175318.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -175362.687500 Penalty: 778.581116 Iteration 8Q: 3 clusters Score -175362.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -175399.062500 Penalty: 778.581116 Iteration 9Q: 3 clusters Score -175399.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -175428.015625 Penalty: 778.581116 Iteration 10Q: 3 clusters Score -175428 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -175451.156250 Penalty: 778.581116 Iteration 11Q: 3 clusters Score -175451.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 4840 members Entering Unmasked Estep Score: -175472.750000 Penalty: 778.581116 Iteration 12Q: 3 clusters Score -175472.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -175486.062500 Penalty: 778.581116 Iteration 13Q: 3 clusters Score -175486.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -175499.515625 Penalty: 778.581116 Iteration 14Q: 3 clusters Score -175499.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -175510.234375 Penalty: 778.581116 Iteration 15Q: 3 clusters Score -175510.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 4914 members Entering Unmasked Estep Score: -175528.453125 Penalty: 778.581116 Iteration 16Q: 3 clusters Score -175528.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -175541.718750 Penalty: 778.581116 Iteration 17Q: 3 clusters Score -175541.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -175551.375000 Penalty: 778.581116 Iteration 18Q: 3 clusters Score -175551.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -175555.093750 Penalty: 778.581116 Iteration 19Q: 3 clusters Score -175555.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -175557.546875 Penalty: 778.581116 Iteration 20F: 3 clusters Score -175557.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -175557.671875 Penalty: 778.581116 Iteration 21Q: 3 clusters Score -175557.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -175558.171875 Penalty: 778.581116 Iteration 22Q: 3 clusters Score -175558.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -175558.406250 Penalty: 778.581116 Iteration 23Q: 3 clusters Score -175558.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -175558.984375 Penalty: 778.581116 Iteration 24Q: 3 clusters Score -175559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -175559.562500 Penalty: 778.581116 Iteration 25Q: 3 clusters Score -175559.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -175559.796875 Penalty: 778.581116 Iteration 26Q: 3 clusters Score -175559.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -175560.203125 Penalty: 778.581116 Iteration 27Q: 3 clusters Score -175560.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -175560.718750 Penalty: 778.581116 Iteration 28Q: 3 clusters Score -175560.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -175560.718750 Penalty: 778.581116 Iteration 29F: 3 clusters Score -175560.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (849 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Entering Unmasked Estep Score: -29893.484375 Penalty: 306.854675 Iteration 0F: 2 clusters Score -29893.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -29179.746094 Penalty: 613.709351 Iteration 0F: 3 clusters Score -29179.75 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -29357.468750 Penalty: 613.709351 Iteration 1F: 3 clusters Score -29357.47 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -29387.306641 Penalty: 613.709351 Iteration 2F: 3 clusters Score -29387.31 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -29410.025391 Penalty: 613.709351 Iteration 3Q: 3 clusters Score -29410.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -29418.279297 Penalty: 613.709351 Iteration 4Q: 3 clusters Score -29418.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -29428.625000 Penalty: 613.709351 Iteration 5Q: 3 clusters Score -29428.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -29442.773438 Penalty: 613.709351 Iteration 6Q: 3 clusters Score -29442.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -29453.177734 Penalty: 613.709351 Iteration 7Q: 3 clusters Score -29453.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -29461.433594 Penalty: 613.709351 Iteration 8Q: 3 clusters Score -29461.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -29469.494141 Penalty: 613.709351 Iteration 9Q: 3 clusters Score -29469.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -29479.740234 Penalty: 613.709351 Iteration 10Q: 3 clusters Score -29479.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -29482.552734 Penalty: 613.709351 Iteration 11Q: 3 clusters Score -29482.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29483.490234 Penalty: 613.709351 Iteration 12Q: 3 clusters Score -29483.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29485.658203 Penalty: 613.709351 Iteration 13Q: 3 clusters Score -29485.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -29487.052734 Penalty: 613.709351 Iteration 14Q: 3 clusters Score -29487.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -29488.275391 Penalty: 613.709351 Iteration 15Q: 3 clusters Score -29488.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -29488.414062 Penalty: 613.709351 Iteration 16Q: 3 clusters Score -29488.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -29489.041016 Penalty: 613.709351 Iteration 17Q: 3 clusters Score -29489.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -29490.976562 Penalty: 613.709351 Iteration 18Q: 3 clusters Score -29490.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -29493.074219 Penalty: 613.709351 Iteration 19Q: 3 clusters Score -29493.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29498.603516 Penalty: 613.709351 Iteration 20F: 3 clusters Score -29498.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -29506.925781 Penalty: 613.709351 Iteration 21Q: 3 clusters Score -29506.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -29515.017578 Penalty: 613.709351 Iteration 22Q: 3 clusters Score -29515.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -29520.468750 Penalty: 613.709351 Iteration 23Q: 3 clusters Score -29520.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -29523.250000 Penalty: 613.709351 Iteration 24Q: 3 clusters Score -29523.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -29525.707031 Penalty: 613.709351 Iteration 25Q: 3 clusters Score -29525.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -29527.322266 Penalty: 613.709351 Iteration 26Q: 3 clusters Score -29527.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -29528.316406 Penalty: 613.709351 Iteration 27Q: 3 clusters Score -29528.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -29529.410156 Penalty: 613.709351 Iteration 28Q: 3 clusters Score -29529.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -29531.916016 Penalty: 613.709351 Iteration 29Q: 3 clusters Score -29531.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -29535.822266 Penalty: 613.709351 Iteration 30Q: 3 clusters Score -29535.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -29538.250000 Penalty: 613.709351 Iteration 31Q: 3 clusters Score -29538.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -29540.677734 Penalty: 613.709351 Iteration 32Q: 3 clusters Score -29540.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -29543.119141 Penalty: 613.709351 Iteration 33Q: 3 clusters Score -29543.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -29549.125000 Penalty: 613.709351 Iteration 34Q: 3 clusters Score -29549.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -29557.865234 Penalty: 613.709351 Iteration 35Q: 3 clusters Score -29557.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -29564.296875 Penalty: 613.709351 Iteration 36Q: 3 clusters Score -29564.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -29567.058594 Penalty: 613.709351 Iteration 37Q: 3 clusters Score -29567.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -29572.425781 Penalty: 613.709351 Iteration 38Q: 3 clusters Score -29572.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -29579.578125 Penalty: 613.709351 Iteration 39Q: 3 clusters Score -29579.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -29583.525391 Penalty: 613.709351 Iteration 40F: 3 clusters Score -29583.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -29586.593750 Penalty: 613.709351 Iteration 41Q: 3 clusters Score -29586.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -29589.468750 Penalty: 613.709351 Iteration 42Q: 3 clusters Score -29589.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -29592.314453 Penalty: 613.709351 Iteration 43Q: 3 clusters Score -29592.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -29593.966797 Penalty: 613.709351 Iteration 44Q: 3 clusters Score -29593.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -29595.496094 Penalty: 613.709351 Iteration 45Q: 3 clusters Score -29595.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -29597.984375 Penalty: 613.709351 Iteration 46Q: 3 clusters Score -29597.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -29602.259766 Penalty: 613.709351 Iteration 47Q: 3 clusters Score -29602.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -29605.574219 Penalty: 613.709351 Iteration 48Q: 3 clusters Score -29605.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -29606.562500 Penalty: 613.709351 Iteration 49Q: 3 clusters Score -29606.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -29606.646484 Penalty: 613.709351 Iteration 50Q: 3 clusters Score -29606.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -29606.646484 Penalty: 613.709351 Iteration 51F: 3 clusters Score -29606.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Entering Unmasked Estep Score: -111368.851562 Penalty: 367.931671 Iteration 0F: 2 clusters Score -111368.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -109127.796875 Penalty: 735.863342 Iteration 0F: 3 clusters Score -109127.8 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -109987.773438 Penalty: 735.863342 Iteration 1F: 3 clusters Score -109987.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -110096.992188 Penalty: 735.863342 Iteration 2F: 3 clusters Score -110097 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -110193.054688 Penalty: 735.863342 Iteration 3F: 3 clusters Score -110193.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -110269.781250 Penalty: 735.863342 Iteration 4Q: 3 clusters Score -110269.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -110336.335938 Penalty: 735.863342 Iteration 5Q: 3 clusters Score -110336.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -110421.296875 Penalty: 735.863342 Iteration 6Q: 3 clusters Score -110421.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -110497.781250 Penalty: 735.863342 Iteration 7Q: 3 clusters Score -110497.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -110561.726562 Penalty: 735.863342 Iteration 8Q: 3 clusters Score -110561.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -110625.054688 Penalty: 735.863342 Iteration 9Q: 3 clusters Score -110625.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -110678.132812 Penalty: 735.863342 Iteration 10Q: 3 clusters Score -110678.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -110729.289062 Penalty: 735.863342 Iteration 11Q: 3 clusters Score -110729.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -110769.476562 Penalty: 735.863342 Iteration 12Q: 3 clusters Score -110769.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -110804.062500 Penalty: 735.863342 Iteration 13Q: 3 clusters Score -110804.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -110832.054688 Penalty: 735.863342 Iteration 14Q: 3 clusters Score -110832.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -110849.187500 Penalty: 735.863342 Iteration 15Q: 3 clusters Score -110849.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -110866.484375 Penalty: 735.863342 Iteration 16Q: 3 clusters Score -110866.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -110879.953125 Penalty: 735.863342 Iteration 17Q: 3 clusters Score -110880 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -110891.773438 Penalty: 735.863342 Iteration 18Q: 3 clusters Score -110891.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -110907.632812 Penalty: 735.863342 Iteration 19Q: 3 clusters Score -110907.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -110924.656250 Penalty: 735.863342 Iteration 20F: 3 clusters Score -110924.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -110937.898438 Penalty: 735.863342 Iteration 21Q: 3 clusters Score -110937.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -110944.640625 Penalty: 735.863342 Iteration 22Q: 3 clusters Score -110944.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -110948.695312 Penalty: 735.863342 Iteration 23Q: 3 clusters Score -110948.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -110952.023438 Penalty: 735.863342 Iteration 24Q: 3 clusters Score -110952 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -110956.843750 Penalty: 735.863342 Iteration 25Q: 3 clusters Score -110956.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -110960.929688 Penalty: 735.863342 Iteration 26Q: 3 clusters Score -110960.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -110964.179688 Penalty: 735.863342 Iteration 27Q: 3 clusters Score -110964.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -110966.742188 Penalty: 735.863342 Iteration 28Q: 3 clusters Score -110966.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -110970.132812 Penalty: 735.863342 Iteration 29Q: 3 clusters Score -110970.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -110976.625000 Penalty: 735.863342 Iteration 30Q: 3 clusters Score -110976.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -110980.289062 Penalty: 735.863342 Iteration 31Q: 3 clusters Score -110980.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -110986.117188 Penalty: 735.863342 Iteration 32Q: 3 clusters Score -110986.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -110990.585938 Penalty: 735.863342 Iteration 33Q: 3 clusters Score -110990.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -110995.750000 Penalty: 735.863342 Iteration 34Q: 3 clusters Score -110995.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -111004.710938 Penalty: 735.863342 Iteration 35Q: 3 clusters Score -111004.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -111011.593750 Penalty: 735.863342 Iteration 36Q: 3 clusters Score -111011.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -111017.445312 Penalty: 735.863342 Iteration 37Q: 3 clusters Score -111017.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -111021.726562 Penalty: 735.863342 Iteration 38Q: 3 clusters Score -111021.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -111023.414062 Penalty: 735.863342 Iteration 39Q: 3 clusters Score -111023.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -111026.570312 Penalty: 735.863342 Iteration 40F: 3 clusters Score -111026.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -111027.882812 Penalty: 735.863342 Iteration 41Q: 3 clusters Score -111027.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -111028.726562 Penalty: 735.863342 Iteration 42Q: 3 clusters Score -111028.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -111029.070312 Penalty: 735.863342 Iteration 43Q: 3 clusters Score -111029.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -111029.562500 Penalty: 735.863342 Iteration 44Q: 3 clusters Score -111029.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -111031.343750 Penalty: 735.863342 Iteration 45Q: 3 clusters Score -111031.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -111031.781250 Penalty: 735.863342 Iteration 46Q: 3 clusters Score -111031.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -111031.968750 Penalty: 735.863342 Iteration 47Q: 3 clusters Score -111032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -111035.523438 Penalty: 735.863342 Iteration 48Q: 3 clusters Score -111035.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -111038.679688 Penalty: 735.863342 Iteration 49Q: 3 clusters Score -111038.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -111040.500000 Penalty: 735.863342 Iteration 50Q: 3 clusters Score -111040.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -111044.390625 Penalty: 735.863342 Iteration 51Q: 3 clusters Score -111044.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -111045.296875 Penalty: 735.863342 Iteration 52Q: 3 clusters Score -111045.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -111045.296875 Penalty: 735.863342 Iteration 53F: 3 clusters Score -111045.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Entering Unmasked Estep Score: -28261.501953 Penalty: 308.331055 Iteration 0F: 2 clusters Score -28261.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -27489.667969 Penalty: 616.662109 Iteration 0F: 3 clusters Score -27489.67 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -27709.779297 Penalty: 616.662109 Iteration 1F: 3 clusters Score -27709.78 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -27769.044922 Penalty: 616.662109 Iteration 2F: 3 clusters Score -27769.04 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -27795.070312 Penalty: 616.662109 Iteration 3F: 3 clusters Score -27795.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -27814.294922 Penalty: 616.662109 Iteration 4Q: 3 clusters Score -27814.29 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -27834.591797 Penalty: 616.662109 Iteration 5Q: 3 clusters Score -27834.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -27845.234375 Penalty: 616.662109 Iteration 6Q: 3 clusters Score -27845.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -27853.642578 Penalty: 616.662109 Iteration 7Q: 3 clusters Score -27853.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -27860.671875 Penalty: 616.662109 Iteration 8Q: 3 clusters Score -27860.67 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -27866.792969 Penalty: 616.662109 Iteration 9Q: 3 clusters Score -27866.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -27871.310547 Penalty: 616.662109 Iteration 10Q: 3 clusters Score -27871.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -27877.572266 Penalty: 616.662109 Iteration 11Q: 3 clusters Score -27877.57 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -27886.843750 Penalty: 616.662109 Iteration 12Q: 3 clusters Score -27886.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -27893.886719 Penalty: 616.662109 Iteration 13Q: 3 clusters Score -27893.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -27898.363281 Penalty: 616.662109 Iteration 14Q: 3 clusters Score -27898.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -27903.970703 Penalty: 616.662109 Iteration 15Q: 3 clusters Score -27903.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -27910.156250 Penalty: 616.662109 Iteration 16Q: 3 clusters Score -27910.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -27914.414062 Penalty: 616.662109 Iteration 17Q: 3 clusters Score -27914.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -27924.283203 Penalty: 616.662109 Iteration 18Q: 3 clusters Score -27924.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -27933.857422 Penalty: 616.662109 Iteration 19Q: 3 clusters Score -27933.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -27940.558594 Penalty: 616.662109 Iteration 20F: 3 clusters Score -27940.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27947.214844 Penalty: 616.662109 Iteration 21Q: 3 clusters Score -27947.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -27953.324219 Penalty: 616.662109 Iteration 22Q: 3 clusters Score -27953.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -27965.089844 Penalty: 616.662109 Iteration 23Q: 3 clusters Score -27965.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -27975.166016 Penalty: 616.662109 Iteration 24Q: 3 clusters Score -27975.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -27980.197266 Penalty: 616.662109 Iteration 25Q: 3 clusters Score -27980.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27982.046875 Penalty: 616.662109 Iteration 26Q: 3 clusters Score -27982.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -27984.900391 Penalty: 616.662109 Iteration 27Q: 3 clusters Score -27984.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -27986.613281 Penalty: 616.662109 Iteration 28Q: 3 clusters Score -27986.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -27988.861328 Penalty: 616.662109 Iteration 29Q: 3 clusters Score -27988.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -27992.472656 Penalty: 616.662109 Iteration 30Q: 3 clusters Score -27992.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -27993.378906 Penalty: 616.662109 Iteration 31Q: 3 clusters Score -27993.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -27993.900391 Penalty: 616.662109 Iteration 32Q: 3 clusters Score -27993.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -27995.941406 Penalty: 616.662109 Iteration 33Q: 3 clusters Score -27995.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -27996.250000 Penalty: 616.662109 Iteration 34Q: 3 clusters Score -27996.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -27997.113281 Penalty: 616.662109 Iteration 35Q: 3 clusters Score -27997.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -27997.113281 Penalty: 616.662109 Iteration 36F: 3 clusters Score -27997.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -50422.210938 Penalty: 339.998779 Iteration 0F: 2 clusters Score -50422.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -49132.066406 Penalty: 679.997559 Iteration 0F: 3 clusters Score -49132.07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -49640.375000 Penalty: 679.997559 Iteration 1F: 3 clusters Score -49640.38 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -49756.277344 Penalty: 679.997559 Iteration 2F: 3 clusters Score -49756.28 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -49841.242188 Penalty: 679.997559 Iteration 3F: 3 clusters Score -49841.24 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -49931.953125 Penalty: 679.997559 Iteration 4F: 3 clusters Score -49931.95 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -49989.066406 Penalty: 679.997559 Iteration 5Q: 3 clusters Score -49989.07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -50041.996094 Penalty: 679.997559 Iteration 6Q: 3 clusters Score -50042 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -50066.906250 Penalty: 679.997559 Iteration 7Q: 3 clusters Score -50066.91 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -50085.914062 Penalty: 679.997559 Iteration 8Q: 3 clusters Score -50085.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -50106.878906 Penalty: 679.997559 Iteration 9Q: 3 clusters Score -50106.88 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -50121.136719 Penalty: 679.997559 Iteration 10Q: 3 clusters Score -50121.14 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -50129.019531 Penalty: 679.997559 Iteration 11Q: 3 clusters Score -50129.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -50138.996094 Penalty: 679.997559 Iteration 12Q: 3 clusters Score -50139 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -50151.527344 Penalty: 679.997559 Iteration 13Q: 3 clusters Score -50151.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -50165.003906 Penalty: 679.997559 Iteration 14Q: 3 clusters Score -50165 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -50176.757812 Penalty: 679.997559 Iteration 15Q: 3 clusters Score -50176.76 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -50189.062500 Penalty: 679.997559 Iteration 16Q: 3 clusters Score -50189.06 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -50211.820312 Penalty: 679.997559 Iteration 17Q: 3 clusters Score -50211.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -50223.847656 Penalty: 679.997559 Iteration 18Q: 3 clusters Score -50223.85 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -50236.601562 Penalty: 679.997559 Iteration 19Q: 3 clusters Score -50236.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -50246.460938 Penalty: 679.997559 Iteration 20F: 3 clusters Score -50246.46 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -50257.863281 Penalty: 679.997559 Iteration 21Q: 3 clusters Score -50257.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -50266.320312 Penalty: 679.997559 Iteration 22Q: 3 clusters Score -50266.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -50275.777344 Penalty: 679.997559 Iteration 23Q: 3 clusters Score -50275.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -50281.355469 Penalty: 679.997559 Iteration 24Q: 3 clusters Score -50281.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -50285.667969 Penalty: 679.997559 Iteration 25Q: 3 clusters Score -50285.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -50293.808594 Penalty: 679.997559 Iteration 26Q: 3 clusters Score -50293.81 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -50301.023438 Penalty: 679.997559 Iteration 27Q: 3 clusters Score -50301.02 nChanged 8 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: -50304.031250 Penalty: 679.997559 Iteration 28Q: 3 clusters Score -50304.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -50305.093750 Penalty: 679.997559 Iteration 29Q: 3 clusters Score -50305.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -50306.125000 Penalty: 679.997559 Iteration 30Q: 3 clusters Score -50306.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -50307.296875 Penalty: 679.997559 Iteration 31Q: 3 clusters Score -50307.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -50308.714844 Penalty: 679.997559 Iteration 32Q: 3 clusters Score -50308.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -50310.960938 Penalty: 679.997559 Iteration 33Q: 3 clusters Score -50310.96 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -50314.226562 Penalty: 679.997559 Iteration 34Q: 3 clusters Score -50314.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -50316.417969 Penalty: 679.997559 Iteration 35Q: 3 clusters Score -50316.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -50320.539062 Penalty: 679.997559 Iteration 36Q: 3 clusters Score -50320.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -50324.519531 Penalty: 679.997559 Iteration 37Q: 3 clusters Score -50324.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -50327.621094 Penalty: 679.997559 Iteration 38Q: 3 clusters Score -50327.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -50330.925781 Penalty: 679.997559 Iteration 39Q: 3 clusters Score -50330.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -50335.195312 Penalty: 679.997559 Iteration 40F: 3 clusters Score -50335.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -50337.136719 Penalty: 679.997559 Iteration 41Q: 3 clusters Score -50337.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -50339.542969 Penalty: 679.997559 Iteration 42Q: 3 clusters Score -50339.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -50340.042969 Penalty: 679.997559 Iteration 43Q: 3 clusters Score -50340.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -50340.144531 Penalty: 679.997559 Iteration 44Q: 3 clusters Score -50340.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -50340.144531 Penalty: 679.997559 Iteration 45F: 3 clusters Score -50340.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Entering Unmasked Estep Score: -92604.421875 Penalty: 357.055420 Iteration 0F: 2 clusters Score -92604.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -90791.828125 Penalty: 714.110840 Iteration 0F: 3 clusters Score -90791.83 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -91501.507812 Penalty: 714.110840 Iteration 1F: 3 clusters Score -91501.51 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -91755.414062 Penalty: 714.110840 Iteration 2F: 3 clusters Score -91755.41 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -91961.117188 Penalty: 714.110840 Iteration 3F: 3 clusters Score -91961.12 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -92084.820312 Penalty: 714.110840 Iteration 4F: 3 clusters Score -92084.82 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -92158.101562 Penalty: 714.110840 Iteration 5Q: 3 clusters Score -92158.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -92198.132812 Penalty: 714.110840 Iteration 6Q: 3 clusters Score -92198.13 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -92227.710938 Penalty: 714.110840 Iteration 7Q: 3 clusters Score -92227.71 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -92247.390625 Penalty: 714.110840 Iteration 8Q: 3 clusters Score -92247.39 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -92263.085938 Penalty: 714.110840 Iteration 9Q: 3 clusters Score -92263.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -92272.656250 Penalty: 714.110840 Iteration 10Q: 3 clusters Score -92272.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -92278.757812 Penalty: 714.110840 Iteration 11Q: 3 clusters Score -92278.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -92286.312500 Penalty: 714.110840 Iteration 12Q: 3 clusters Score -92286.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -92291.460938 Penalty: 714.110840 Iteration 13Q: 3 clusters Score -92291.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -92298.289062 Penalty: 714.110840 Iteration 14Q: 3 clusters Score -92298.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -92304.125000 Penalty: 714.110840 Iteration 15Q: 3 clusters Score -92304.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -92308.312500 Penalty: 714.110840 Iteration 16Q: 3 clusters Score -92308.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -92309.750000 Penalty: 714.110840 Iteration 17Q: 3 clusters Score -92309.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -92310.953125 Penalty: 714.110840 Iteration 18Q: 3 clusters Score -92310.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -92313.867188 Penalty: 714.110840 Iteration 19Q: 3 clusters Score -92313.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -92316.507812 Penalty: 714.110840 Iteration 20F: 3 clusters Score -92316.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -92319.640625 Penalty: 714.110840 Iteration 21Q: 3 clusters Score -92319.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -92319.640625 Penalty: 714.110840 Iteration 22F: 3 clusters Score -92319.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (29653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29653 members Entering Unmasked Estep Score: -1091364.875000 Penalty: 468.527985 Iteration 0F: 2 clusters Score -1091365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14909 members Mstep: Class 2 contains 14744 members Entering Unmasked Estep Score: -1071454.500000 Penalty: 937.055969 Iteration 0F: 3 clusters Score -1071454 nChanged 14231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16182 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -1079943.750000 Penalty: 937.055969 Iteration 1F: 3 clusters Score -1079944 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17204 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -1080565.250000 Penalty: 937.055969 Iteration 2F: 3 clusters Score -1080565 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18749 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -1081588.500000 Penalty: 937.055969 Iteration 3F: 3 clusters Score -1081588 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20744 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -1083085.625000 Penalty: 937.055969 Iteration 4F: 3 clusters Score -1083086 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22974 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -1085008.875000 Penalty: 937.055969 Iteration 5F: 3 clusters Score -1085009 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25200 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1087049.875000 Penalty: 937.055969 Iteration 6F: 3 clusters Score -1087050 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26982 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1088697.375000 Penalty: 937.055969 Iteration 7F: 3 clusters Score -1088697 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28234 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -1089813.375000 Penalty: 937.055969 Iteration 8Q: 3 clusters Score -1089813 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28913 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -1090383.875000 Penalty: 937.055969 Iteration 9Q: 3 clusters Score -1090384 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29284 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1090689.000000 Penalty: 937.055969 Iteration 10Q: 3 clusters Score -1090689 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29443 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -1090822.125000 Penalty: 937.055969 Iteration 11Q: 3 clusters Score -1090822 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29505 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -1090887.500000 Penalty: 937.055969 Iteration 12Q: 3 clusters Score -1090888 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29525 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -1090916.375000 Penalty: 937.055969 Iteration 13Q: 3 clusters Score -1090916 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29537 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -1090934.875000 Penalty: 937.055969 Iteration 14Q: 3 clusters Score -1090935 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29542 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -1090941.500000 Penalty: 937.055969 Iteration 15Q: 3 clusters Score -1090942 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29547 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1090943.000000 Penalty: 937.055969 Iteration 16Q: 3 clusters Score -1090943 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29547 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -1090944.500000 Penalty: 937.055969 Iteration 17Q: 3 clusters Score -1090944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29550 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -1090950.250000 Penalty: 937.055969 Iteration 18Q: 3 clusters Score -1090950 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29552 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -1090953.625000 Penalty: 937.055969 Iteration 19Q: 3 clusters Score -1090954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29554 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -1090953.125000 Penalty: 937.055969 Iteration 20F: 3 clusters Score -1090953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29556 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -1090957.125000 Penalty: 937.055969 Iteration 21Q: 3 clusters Score -1090957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29557 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -1090959.625000 Penalty: 937.055969 Iteration 22Q: 3 clusters Score -1090960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29559 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -1090967.875000 Penalty: 937.055969 Iteration 23Q: 3 clusters Score -1090968 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29563 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -1090974.250000 Penalty: 937.055969 Iteration 24Q: 3 clusters Score -1090974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29562 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -1090975.250000 Penalty: 937.055969 Iteration 25Q: 3 clusters Score -1090975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29561 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -1090975.750000 Penalty: 937.055969 Iteration 26Q: 3 clusters Score -1090976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29561 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -1090976.500000 Penalty: 937.055969 Iteration 27Q: 3 clusters Score -1090976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29561 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -1090976.500000 Penalty: 937.055969 Iteration 28F: 3 clusters Score -1090976 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (13516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13516 members Entering Unmasked Estep Score: -478696.031250 Penalty: 432.779114 Iteration 0F: 2 clusters Score -478696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -469757.093750 Penalty: 865.558228 Iteration 0F: 3 clusters Score -469757.1 nChanged 6351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -473735.218750 Penalty: 865.558228 Iteration 1F: 3 clusters Score -473735.2 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -474270.500000 Penalty: 865.558228 Iteration 2F: 3 clusters Score -474270.5 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5529 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -474814.875000 Penalty: 865.558228 Iteration 3F: 3 clusters Score -474814.9 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 8312 members Entering Unmasked Estep Score: -475309.281250 Penalty: 865.558228 Iteration 4F: 3 clusters Score -475309.3 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -475764.437500 Penalty: 865.558228 Iteration 5F: 3 clusters Score -475764.4 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -476177.468750 Penalty: 865.558228 Iteration 6Q: 3 clusters Score -476177.5 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 9154 members Entering Unmasked Estep Score: -476445.562500 Penalty: 865.558228 Iteration 7Q: 3 clusters Score -476445.6 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -476567.781250 Penalty: 865.558228 Iteration 8Q: 3 clusters Score -476567.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -476647.750000 Penalty: 865.558228 Iteration 9Q: 3 clusters Score -476647.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -476728.625000 Penalty: 865.558228 Iteration 10Q: 3 clusters Score -476728.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -476804.843750 Penalty: 865.558228 Iteration 11Q: 3 clusters Score -476804.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -476875.906250 Penalty: 865.558228 Iteration 12Q: 3 clusters Score -476875.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -476941.968750 Penalty: 865.558228 Iteration 13Q: 3 clusters Score -476942 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -477016.218750 Penalty: 865.558228 Iteration 14Q: 3 clusters Score -477016.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -477112.406250 Penalty: 865.558228 Iteration 15Q: 3 clusters Score -477112.4 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -477198.312500 Penalty: 865.558228 Iteration 16Q: 3 clusters Score -477198.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -477286.531250 Penalty: 865.558228 Iteration 17Q: 3 clusters Score -477286.5 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -477396.531250 Penalty: 865.558228 Iteration 18Q: 3 clusters Score -477396.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -477515.093750 Penalty: 865.558228 Iteration 19Q: 3 clusters Score -477515.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -477619.406250 Penalty: 865.558228 Iteration 20F: 3 clusters Score -477619.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -477730.781250 Penalty: 865.558228 Iteration 21Q: 3 clusters Score -477730.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -477832.375000 Penalty: 865.558228 Iteration 22Q: 3 clusters Score -477832.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 12547 members Entering Unmasked Estep Score: -477931.500000 Penalty: 865.558228 Iteration 23Q: 3 clusters Score -477931.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -478028.031250 Penalty: 865.558228 Iteration 24Q: 3 clusters Score -478028 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 12826 members Entering Unmasked Estep Score: -478118.156250 Penalty: 865.558228 Iteration 25Q: 3 clusters Score -478118.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -478184.125000 Penalty: 865.558228 Iteration 26Q: 3 clusters Score -478184.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -478234.406250 Penalty: 865.558228 Iteration 27Q: 3 clusters Score -478234.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 13049 members Entering Unmasked Estep Score: -478263.281250 Penalty: 865.558228 Iteration 28Q: 3 clusters Score -478263.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 13084 members Entering Unmasked Estep Score: -478281.187500 Penalty: 865.558228 Iteration 29Q: 3 clusters Score -478281.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -478296.468750 Penalty: 865.558228 Iteration 30Q: 3 clusters Score -478296.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -478310.531250 Penalty: 865.558228 Iteration 31Q: 3 clusters Score -478310.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 13172 members Entering Unmasked Estep Score: -478332.218750 Penalty: 865.558228 Iteration 32Q: 3 clusters Score -478332.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 13193 members Entering Unmasked Estep Score: -478348.218750 Penalty: 865.558228 Iteration 33Q: 3 clusters Score -478348.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 13213 members Entering Unmasked Estep Score: -478357.000000 Penalty: 865.558228 Iteration 34Q: 3 clusters Score -478357 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -478361.500000 Penalty: 865.558228 Iteration 35Q: 3 clusters Score -478361.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -478363.125000 Penalty: 865.558228 Iteration 36Q: 3 clusters Score -478363.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 13238 members Entering Unmasked Estep Score: -478364.437500 Penalty: 865.558228 Iteration 37Q: 3 clusters Score -478364.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 13240 members Entering Unmasked Estep Score: -478364.687500 Penalty: 865.558228 Iteration 38Q: 3 clusters Score -478364.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -478365.312500 Penalty: 865.558228 Iteration 39Q: 3 clusters Score -478365.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -478367.000000 Penalty: 865.558228 Iteration 40F: 3 clusters Score -478367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -478367.125000 Penalty: 865.558228 Iteration 41Q: 3 clusters Score -478367.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -478367.687500 Penalty: 865.558228 Iteration 42Q: 3 clusters Score -478367.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -478369.000000 Penalty: 865.558228 Iteration 43Q: 3 clusters Score -478369 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -478370.656250 Penalty: 865.558228 Iteration 44Q: 3 clusters Score -478370.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 13259 members Entering Unmasked Estep Score: -478371.656250 Penalty: 865.558228 Iteration 45Q: 3 clusters Score -478371.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 13259 members Entering Unmasked Estep Score: -478371.656250 Penalty: 865.558228 Iteration 46F: 3 clusters Score -478371.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Entering Unmasked Estep Score: -15763.328125 Penalty: 278.772552 Iteration 0F: 2 clusters Score -15763.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -15316.379883 Penalty: 557.545105 Iteration 0F: 3 clusters Score -15316.38 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -15484.572266 Penalty: 557.545105 Iteration 1F: 3 clusters Score -15484.57 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -15516.998047 Penalty: 557.545105 Iteration 2F: 3 clusters Score -15517 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -15536.061523 Penalty: 557.545105 Iteration 3Q: 3 clusters Score -15536.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -15550.010742 Penalty: 557.545105 Iteration 4Q: 3 clusters Score -15550.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -15553.898438 Penalty: 557.545105 Iteration 5Q: 3 clusters Score -15553.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -15557.625000 Penalty: 557.545105 Iteration 6Q: 3 clusters Score -15557.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -15558.331055 Penalty: 557.545105 Iteration 7Q: 3 clusters Score -15558.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -15558.331055 Penalty: 557.545105 Iteration 8F: 3 clusters Score -15558.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (10290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Entering Unmasked Estep Score: -322067.312500 Penalty: 420.371216 Iteration 0F: 2 clusters Score -322067.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -315192.625000 Penalty: 840.742432 Iteration 0F: 3 clusters Score -315192.6 nChanged 4840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -318032.500000 Penalty: 840.742432 Iteration 1F: 3 clusters Score -318032.5 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -318292.750000 Penalty: 840.742432 Iteration 2F: 3 clusters Score -318292.8 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -318625.656250 Penalty: 840.742432 Iteration 3F: 3 clusters Score -318625.7 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -319034.656250 Penalty: 840.742432 Iteration 4F: 3 clusters Score -319034.7 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -319591.593750 Penalty: 840.742432 Iteration 5F: 3 clusters Score -319591.6 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -320205.656250 Penalty: 840.742432 Iteration 6F: 3 clusters Score -320205.7 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -320841.125000 Penalty: 840.742432 Iteration 7F: 3 clusters Score -320841.1 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -321304.187500 Penalty: 840.742432 Iteration 8Q: 3 clusters Score -321304.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -321526.031250 Penalty: 840.742432 Iteration 9Q: 3 clusters Score -321526 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 10116 members Entering Unmasked Estep Score: -321640.093750 Penalty: 840.742432 Iteration 10Q: 3 clusters Score -321640.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -321684.687500 Penalty: 840.742432 Iteration 11Q: 3 clusters Score -321684.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 10183 members Entering Unmasked Estep Score: -321704.187500 Penalty: 840.742432 Iteration 12Q: 3 clusters Score -321704.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 10188 members Entering Unmasked Estep Score: -321718.000000 Penalty: 840.742432 Iteration 13Q: 3 clusters Score -321718 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -321723.687500 Penalty: 840.742432 Iteration 14Q: 3 clusters Score -321723.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -321727.062500 Penalty: 840.742432 Iteration 15Q: 3 clusters Score -321727.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 10198 members Entering Unmasked Estep Score: -321730.156250 Penalty: 840.742432 Iteration 16Q: 3 clusters Score -321730.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -321732.000000 Penalty: 840.742432 Iteration 17Q: 3 clusters Score -321732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -321732.593750 Penalty: 840.742432 Iteration 18Q: 3 clusters Score -321732.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -321732.812500 Penalty: 840.742432 Iteration 19Q: 3 clusters Score -321732.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -321732.812500 Penalty: 840.742432 Iteration 20F: 3 clusters Score -321732.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Entering Unmasked Estep Score: -9742.766602 Penalty: 273.735138 Iteration 0F: 2 clusters Score -9742.767 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9352.592773 Penalty: 547.470276 Iteration 0F: 3 clusters Score -9352.593 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -9492.156250 Penalty: 547.470276 Iteration 1F: 3 clusters Score -9492.156 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -9520.324219 Penalty: 547.470276 Iteration 2F: 3 clusters Score -9520.324 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -9532.094727 Penalty: 547.470276 Iteration 3Q: 3 clusters Score -9532.095 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -9543.194336 Penalty: 547.470276 Iteration 4Q: 3 clusters Score -9543.194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -9554.005859 Penalty: 547.470276 Iteration 5Q: 3 clusters Score -9554.006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -9557.258789 Penalty: 547.470276 Iteration 6Q: 3 clusters Score -9557.259 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9560.179688 Penalty: 547.470276 Iteration 7Q: 3 clusters Score -9560.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -9561.021484 Penalty: 547.470276 Iteration 8Q: 3 clusters Score -9561.021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -9561.602539 Penalty: 547.470276 Iteration 9Q: 3 clusters Score -9561.603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9561.792969 Penalty: 547.470276 Iteration 10Q: 3 clusters Score -9561.793 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9561.792969 Penalty: 547.470276 Iteration 11F: 3 clusters Score -9561.793 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15243 members Entering Unmasked Estep Score: -513894.093750 Penalty: 438.250366 Iteration 0F: 2 clusters Score -513894.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -503765.187500 Penalty: 876.500732 Iteration 0F: 3 clusters Score -503765.2 nChanged 7113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -508150.906250 Penalty: 876.500732 Iteration 1F: 3 clusters Score -508150.9 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 6383 members Entering Unmasked Estep Score: -508812.031250 Penalty: 876.500732 Iteration 2F: 3 clusters Score -508812 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -509535.468750 Penalty: 876.500732 Iteration 3F: 3 clusters Score -509535.5 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -510236.375000 Penalty: 876.500732 Iteration 4F: 3 clusters Score -510236.4 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10268 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -510832.218750 Penalty: 876.500732 Iteration 5F: 3 clusters Score -510832.2 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -511281.375000 Penalty: 876.500732 Iteration 6Q: 3 clusters Score -511281.4 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -511604.031250 Penalty: 876.500732 Iteration 7Q: 3 clusters Score -511604 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11007 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -511812.187500 Penalty: 876.500732 Iteration 8Q: 3 clusters Score -511812.2 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -511963.781250 Penalty: 876.500732 Iteration 9Q: 3 clusters Score -511963.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -512076.468750 Penalty: 876.500732 Iteration 10Q: 3 clusters Score -512076.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -512184.750000 Penalty: 876.500732 Iteration 11Q: 3 clusters Score -512184.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11945 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -512317.875000 Penalty: 876.500732 Iteration 12Q: 3 clusters Score -512317.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -512444.656250 Penalty: 876.500732 Iteration 13Q: 3 clusters Score -512444.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -512577.000000 Penalty: 876.500732 Iteration 14Q: 3 clusters Score -512577 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12597 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -512688.906250 Penalty: 876.500732 Iteration 15Q: 3 clusters Score -512688.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12777 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -512794.125000 Penalty: 876.500732 Iteration 16Q: 3 clusters Score -512794.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -512881.125000 Penalty: 876.500732 Iteration 17Q: 3 clusters Score -512881.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -512934.562500 Penalty: 876.500732 Iteration 18Q: 3 clusters Score -512934.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -512977.500000 Penalty: 876.500732 Iteration 19Q: 3 clusters Score -512977.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13227 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -513020.187500 Penalty: 876.500732 Iteration 20F: 3 clusters Score -513020.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13331 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -513067.656250 Penalty: 876.500732 Iteration 21Q: 3 clusters Score -513067.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13421 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -513108.062500 Penalty: 876.500732 Iteration 22Q: 3 clusters Score -513108.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13510 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -513143.000000 Penalty: 876.500732 Iteration 23Q: 3 clusters Score -513143 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13587 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -513169.968750 Penalty: 876.500732 Iteration 24Q: 3 clusters Score -513170 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13655 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -513192.062500 Penalty: 876.500732 Iteration 25Q: 3 clusters Score -513192.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -513210.312500 Penalty: 876.500732 Iteration 26Q: 3 clusters Score -513210.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -513227.437500 Penalty: 876.500732 Iteration 27Q: 3 clusters Score -513227.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13854 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -513243.125000 Penalty: 876.500732 Iteration 28Q: 3 clusters Score -513243.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -513259.250000 Penalty: 876.500732 Iteration 29Q: 3 clusters Score -513259.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -513285.156250 Penalty: 876.500732 Iteration 30Q: 3 clusters Score -513285.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14045 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -513305.062500 Penalty: 876.500732 Iteration 31Q: 3 clusters Score -513305.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14098 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -513319.281250 Penalty: 876.500732 Iteration 32Q: 3 clusters Score -513319.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -513330.812500 Penalty: 876.500732 Iteration 33Q: 3 clusters Score -513330.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14181 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -513342.875000 Penalty: 876.500732 Iteration 34Q: 3 clusters Score -513342.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14214 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -513351.218750 Penalty: 876.500732 Iteration 35Q: 3 clusters Score -513351.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -513355.625000 Penalty: 876.500732 Iteration 36Q: 3 clusters Score -513355.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14278 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -513368.968750 Penalty: 876.500732 Iteration 37Q: 3 clusters Score -513369 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -513376.312500 Penalty: 876.500732 Iteration 38Q: 3 clusters Score -513376.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -513384.843750 Penalty: 876.500732 Iteration 39Q: 3 clusters Score -513384.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -513389.718750 Penalty: 876.500732 Iteration 40F: 3 clusters Score -513389.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14374 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -513395.156250 Penalty: 876.500732 Iteration 41Q: 3 clusters Score -513395.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14396 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -513401.562500 Penalty: 876.500732 Iteration 42Q: 3 clusters Score -513401.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -513409.093750 Penalty: 876.500732 Iteration 43Q: 3 clusters Score -513409.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14448 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -513415.875000 Penalty: 876.500732 Iteration 44Q: 3 clusters Score -513415.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14467 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -513420.062500 Penalty: 876.500732 Iteration 45Q: 3 clusters Score -513420.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14485 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -513423.906250 Penalty: 876.500732 Iteration 46Q: 3 clusters Score -513423.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -513427.781250 Penalty: 876.500732 Iteration 47Q: 3 clusters Score -513427.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -513430.656250 Penalty: 876.500732 Iteration 48Q: 3 clusters Score -513430.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14533 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -513433.968750 Penalty: 876.500732 Iteration 49Q: 3 clusters Score -513434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -513437.750000 Penalty: 876.500732 Iteration 50Q: 3 clusters Score -513437.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -513442.187500 Penalty: 876.500732 Iteration 51Q: 3 clusters Score -513442.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14575 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -513445.718750 Penalty: 876.500732 Iteration 52Q: 3 clusters Score -513445.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14587 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -513448.500000 Penalty: 876.500732 Iteration 53Q: 3 clusters Score -513448.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14601 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -513450.937500 Penalty: 876.500732 Iteration 54Q: 3 clusters Score -513450.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14610 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -513451.843750 Penalty: 876.500732 Iteration 55Q: 3 clusters Score -513451.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -513455.843750 Penalty: 876.500732 Iteration 56Q: 3 clusters Score -513455.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14633 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -513460.875000 Penalty: 876.500732 Iteration 57Q: 3 clusters Score -513460.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -513464.062500 Penalty: 876.500732 Iteration 58Q: 3 clusters Score -513464.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14662 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -513469.156250 Penalty: 876.500732 Iteration 59Q: 3 clusters Score -513469.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14670 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -513471.218750 Penalty: 876.500732 Iteration 60F: 3 clusters Score -513471.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14674 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -513471.812500 Penalty: 876.500732 Iteration 61Q: 3 clusters Score -513471.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14679 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -513472.281250 Penalty: 876.500732 Iteration 62Q: 3 clusters Score -513472.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14684 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -513473.312500 Penalty: 876.500732 Iteration 63Q: 3 clusters Score -513473.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14689 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -513473.218750 Penalty: 876.500732 Iteration 64Q: 3 clusters Score -513473.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14696 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -513476.562500 Penalty: 876.500732 Iteration 65Q: 3 clusters Score -513476.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14705 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -513479.375000 Penalty: 876.500732 Iteration 66Q: 3 clusters Score -513479.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14713 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -513482.093750 Penalty: 876.500732 Iteration 67Q: 3 clusters Score -513482.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14722 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -513482.375000 Penalty: 876.500732 Iteration 68Q: 3 clusters Score -513482.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14729 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -513485.000000 Penalty: 876.500732 Iteration 69Q: 3 clusters Score -513485 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14736 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -513486.656250 Penalty: 876.500732 Iteration 70Q: 3 clusters Score -513486.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14743 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -513488.781250 Penalty: 876.500732 Iteration 71Q: 3 clusters Score -513488.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14748 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -513489.500000 Penalty: 876.500732 Iteration 72Q: 3 clusters Score -513489.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14754 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -513490.218750 Penalty: 876.500732 Iteration 73Q: 3 clusters Score -513490.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14761 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -513493.500000 Penalty: 876.500732 Iteration 74Q: 3 clusters Score -513493.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14770 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -513496.906250 Penalty: 876.500732 Iteration 75Q: 3 clusters Score -513496.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -513499.968750 Penalty: 876.500732 Iteration 76Q: 3 clusters Score -513500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -513500.812500 Penalty: 876.500732 Iteration 77Q: 3 clusters Score -513500.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -513504.062500 Penalty: 876.500732 Iteration 78Q: 3 clusters Score -513504.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -513505.781250 Penalty: 876.500732 Iteration 79Q: 3 clusters Score -513505.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14810 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -513506.593750 Penalty: 876.500732 Iteration 80F: 3 clusters Score -513506.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -513506.937500 Penalty: 876.500732 Iteration 81Q: 3 clusters Score -513506.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -513507.875000 Penalty: 876.500732 Iteration 82Q: 3 clusters Score -513507.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14822 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -513511.281250 Penalty: 876.500732 Iteration 83Q: 3 clusters Score -513511.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -513512.593750 Penalty: 876.500732 Iteration 84Q: 3 clusters Score -513512.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14833 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -513513.500000 Penalty: 876.500732 Iteration 85Q: 3 clusters Score -513513.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -513514.187500 Penalty: 876.500732 Iteration 86Q: 3 clusters Score -513514.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14836 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -513514.125000 Penalty: 876.500732 Iteration 87Q: 3 clusters Score -513514.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14837 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -513514.937500 Penalty: 876.500732 Iteration 88Q: 3 clusters Score -513514.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14837 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -513514.937500 Penalty: 876.500732 Iteration 89F: 3 clusters Score -513514.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1432 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Entering Unmasked Estep Score: -51874.324219 Penalty: 330.640656 Iteration 0F: 2 clusters Score -51874.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -50790.273438 Penalty: 661.281311 Iteration 0F: 3 clusters Score -50790.27 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -51136.890625 Penalty: 661.281311 Iteration 1F: 3 clusters Score -51136.89 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -51207.421875 Penalty: 661.281311 Iteration 2F: 3 clusters Score -51207.42 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -51259.304688 Penalty: 661.281311 Iteration 3F: 3 clusters Score -51259.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -51294.578125 Penalty: 661.281311 Iteration 4Q: 3 clusters Score -51294.58 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -51317.117188 Penalty: 661.281311 Iteration 5Q: 3 clusters Score -51317.12 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -51349.796875 Penalty: 661.281311 Iteration 6Q: 3 clusters Score -51349.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -51375.695312 Penalty: 661.281311 Iteration 7Q: 3 clusters Score -51375.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -51401.125000 Penalty: 661.281311 Iteration 8Q: 3 clusters Score -51401.12 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -51415.945312 Penalty: 661.281311 Iteration 9Q: 3 clusters Score -51415.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -51430.656250 Penalty: 661.281311 Iteration 10Q: 3 clusters Score -51430.66 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -51449.160156 Penalty: 661.281311 Iteration 11Q: 3 clusters Score -51449.16 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -51457.550781 Penalty: 661.281311 Iteration 12Q: 3 clusters Score -51457.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -51463.964844 Penalty: 661.281311 Iteration 13Q: 3 clusters Score -51463.96 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -51470.585938 Penalty: 661.281311 Iteration 14Q: 3 clusters Score -51470.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -51473.695312 Penalty: 661.281311 Iteration 15Q: 3 clusters Score -51473.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -51475.261719 Penalty: 661.281311 Iteration 16Q: 3 clusters Score -51475.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -51477.226562 Penalty: 661.281311 Iteration 17Q: 3 clusters Score -51477.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -51478.914062 Penalty: 661.281311 Iteration 18Q: 3 clusters Score -51478.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -51479.351562 Penalty: 661.281311 Iteration 19Q: 3 clusters Score -51479.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -51479.843750 Penalty: 661.281311 Iteration 20F: 3 clusters Score -51479.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -51480.507812 Penalty: 661.281311 Iteration 21Q: 3 clusters Score -51480.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -51481.082031 Penalty: 661.281311 Iteration 22Q: 3 clusters Score -51481.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -51481.925781 Penalty: 661.281311 Iteration 23Q: 3 clusters Score -51481.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -51483.578125 Penalty: 661.281311 Iteration 24Q: 3 clusters Score -51483.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -51483.953125 Penalty: 661.281311 Iteration 25Q: 3 clusters Score -51483.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -51484.332031 Penalty: 661.281311 Iteration 26Q: 3 clusters Score -51484.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -51484.332031 Penalty: 661.281311 Iteration 27F: 3 clusters Score -51484.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (9202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Entering Unmasked Estep Score: -334975.250000 Penalty: 415.286530 Iteration 0F: 2 clusters Score -334975.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -328857.312500 Penalty: 830.573059 Iteration 0F: 3 clusters Score -328857.3 nChanged 4262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -331244.375000 Penalty: 830.573059 Iteration 1F: 3 clusters Score -331244.4 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -331645.218750 Penalty: 830.573059 Iteration 2F: 3 clusters Score -331645.2 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -332259.625000 Penalty: 830.573059 Iteration 3F: 3 clusters Score -332259.6 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -333021.062500 Penalty: 830.573059 Iteration 4F: 3 clusters Score -333021.1 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -333683.156250 Penalty: 830.573059 Iteration 5F: 3 clusters Score -333683.2 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -334105.468750 Penalty: 830.573059 Iteration 6F: 3 clusters Score -334105.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8616 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -334315.500000 Penalty: 830.573059 Iteration 7Q: 3 clusters Score -334315.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -334439.312500 Penalty: 830.573059 Iteration 8Q: 3 clusters Score -334439.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -334502.031250 Penalty: 830.573059 Iteration 9Q: 3 clusters Score -334502 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -334544.062500 Penalty: 830.573059 Iteration 10Q: 3 clusters Score -334544.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -334565.375000 Penalty: 830.573059 Iteration 11Q: 3 clusters Score -334565.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -334582.281250 Penalty: 830.573059 Iteration 12Q: 3 clusters Score -334582.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -334592.187500 Penalty: 830.573059 Iteration 13Q: 3 clusters Score -334592.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -334601.468750 Penalty: 830.573059 Iteration 14Q: 3 clusters Score -334601.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -334611.937500 Penalty: 830.573059 Iteration 15Q: 3 clusters Score -334611.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -334619.218750 Penalty: 830.573059 Iteration 16Q: 3 clusters Score -334619.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -334629.218750 Penalty: 830.573059 Iteration 17Q: 3 clusters Score -334629.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -334631.375000 Penalty: 830.573059 Iteration 18Q: 3 clusters Score -334631.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -334636.031250 Penalty: 830.573059 Iteration 19Q: 3 clusters Score -334636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8982 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -334638.781250 Penalty: 830.573059 Iteration 20F: 3 clusters Score -334638.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -334643.031250 Penalty: 830.573059 Iteration 21Q: 3 clusters Score -334643 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -334647.281250 Penalty: 830.573059 Iteration 22Q: 3 clusters Score -334647.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -334649.843750 Penalty: 830.573059 Iteration 23Q: 3 clusters Score -334649.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -334652.437500 Penalty: 830.573059 Iteration 24Q: 3 clusters Score -334652.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -334653.531250 Penalty: 830.573059 Iteration 25Q: 3 clusters Score -334653.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -334655.031250 Penalty: 830.573059 Iteration 26Q: 3 clusters Score -334655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -334655.531250 Penalty: 830.573059 Iteration 27Q: 3 clusters Score -334655.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8987 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -334655.531250 Penalty: 830.573059 Iteration 28F: 3 clusters Score -334655.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Entering Unmasked Estep Score: -50830.195312 Penalty: 338.204926 Iteration 0F: 2 clusters Score -50830.2 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 875 members Entering Unmasked Estep Score: -49602.375000 Penalty: 676.409851 Iteration 0F: 3 clusters Score -49602.38 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -50012.160156 Penalty: 676.409851 Iteration 1F: 3 clusters Score -50012.16 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -50065.718750 Penalty: 676.409851 Iteration 2F: 3 clusters Score -50065.72 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -50118.050781 Penalty: 676.409851 Iteration 3F: 3 clusters Score -50118.05 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -50175.878906 Penalty: 676.409851 Iteration 4Q: 3 clusters Score -50175.88 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -50252.273438 Penalty: 676.409851 Iteration 5F: 3 clusters Score -50252.27 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -50364.542969 Penalty: 676.409851 Iteration 6F: 3 clusters Score -50364.54 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -50511.722656 Penalty: 676.409851 Iteration 7F: 3 clusters Score -50511.72 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -50658.242188 Penalty: 676.409851 Iteration 8F: 3 clusters Score -50658.24 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -50762.605469 Penalty: 676.409851 Iteration 9Q: 3 clusters Score -50762.61 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -50802.632812 Penalty: 676.409851 Iteration 10Q: 3 clusters Score -50802.63 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -50831.097656 Penalty: 676.409851 Iteration 11Q: 3 clusters Score -50831.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -50848.585938 Penalty: 676.409851 Iteration 12Q: 3 clusters Score -50848.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -50855.472656 Penalty: 676.409851 Iteration 13Q: 3 clusters Score -50855.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -50856.539062 Penalty: 676.409851 Iteration 14Q: 3 clusters Score -50856.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -50858.632812 Penalty: 676.409851 Iteration 15Q: 3 clusters Score -50858.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -50859.695312 Penalty: 676.409851 Iteration 16Q: 3 clusters Score -50859.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -50861.523438 Penalty: 676.409851 Iteration 17Q: 3 clusters Score -50861.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -50862.218750 Penalty: 676.409851 Iteration 18Q: 3 clusters Score -50862.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -50862.218750 Penalty: 676.409851 Iteration 19F: 3 clusters Score -50862.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2028 members Mstep: Class 3 contains 1587 members Mstep: Class 4 contains 29167 members Mstep: Class 5 contains 10499 members Mstep: Class 6 contains 5197 members Mstep: Class 7 contains 849 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 877 members Mstep: Class 10 contains 1759 members Mstep: Class 11 contains 2559 members Mstep: Class 12 contains 29653 members Mstep: Class 13 contains 13516 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 10290 members Mstep: Class 16 contains 410 members Mstep: Class 17 contains 15243 members Mstep: Class 18 contains 1432 members Mstep: Class 19 contains 9202 members Mstep: Class 20 contains 271 members Mstep: Class 21 contains 2003 members Mstep: Class 22 contains 7513 members Mstep: Class 23 contains 1208 members Mstep: Class 24 contains 2445 members Mstep: Class 25 contains 604 members Mstep: Class 26 contains 345 members Mstep: Class 27 contains 781 members Mstep: Class 28 contains 1420 members Entering Unmasked Estep Score: -4958455.500000 Penalty: 15229.620117 Splitting cluster 20 changes total score from -4958629.000000 to -4958455.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (2003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Entering Unmasked Estep Score: -64260.261719 Penalty: 345.909271 Iteration 0F: 2 clusters Score -64260.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -62869.644531 Penalty: 691.818542 Iteration 0F: 3 clusters Score -62869.64 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -63323.898438 Penalty: 691.818542 Iteration 1F: 3 clusters Score -63323.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -63364.613281 Penalty: 691.818542 Iteration 2F: 3 clusters Score -63364.61 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -63407.550781 Penalty: 691.818542 Iteration 3F: 3 clusters Score -63407.55 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -63457.042969 Penalty: 691.818542 Iteration 4Q: 3 clusters Score -63457.04 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -63523.070312 Penalty: 691.818542 Iteration 5Q: 3 clusters Score -63523.07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -63585.929688 Penalty: 691.818542 Iteration 6Q: 3 clusters Score -63585.93 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -63637.933594 Penalty: 691.818542 Iteration 7Q: 3 clusters Score -63637.93 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -63678.222656 Penalty: 691.818542 Iteration 8Q: 3 clusters Score -63678.22 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -63701.507812 Penalty: 691.818542 Iteration 9Q: 3 clusters Score -63701.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -63724.722656 Penalty: 691.818542 Iteration 10Q: 3 clusters Score -63724.72 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -63742.648438 Penalty: 691.818542 Iteration 11Q: 3 clusters Score -63742.65 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -63758.566406 Penalty: 691.818542 Iteration 12Q: 3 clusters Score -63758.57 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -63769.558594 Penalty: 691.818542 Iteration 13Q: 3 clusters Score -63769.56 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -63782.078125 Penalty: 691.818542 Iteration 14Q: 3 clusters Score -63782.08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -63796.921875 Penalty: 691.818542 Iteration 15Q: 3 clusters Score -63796.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -63812.574219 Penalty: 691.818542 Iteration 16Q: 3 clusters Score -63812.57 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -63831.515625 Penalty: 691.818542 Iteration 17Q: 3 clusters Score -63831.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -63846.433594 Penalty: 691.818542 Iteration 18Q: 3 clusters Score -63846.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -63853.562500 Penalty: 691.818542 Iteration 19Q: 3 clusters Score -63853.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -63859.703125 Penalty: 691.818542 Iteration 20F: 3 clusters Score -63859.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -63865.351562 Penalty: 691.818542 Iteration 21Q: 3 clusters Score -63865.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -63868.648438 Penalty: 691.818542 Iteration 22Q: 3 clusters Score -63868.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -63870.730469 Penalty: 691.818542 Iteration 23Q: 3 clusters Score -63870.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -63872.121094 Penalty: 691.818542 Iteration 24Q: 3 clusters Score -63872.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -63875.921875 Penalty: 691.818542 Iteration 25Q: 3 clusters Score -63875.92 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -63879.726562 Penalty: 691.818542 Iteration 26Q: 3 clusters Score -63879.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -63887.058594 Penalty: 691.818542 Iteration 27Q: 3 clusters Score -63887.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -63893.152344 Penalty: 691.818542 Iteration 28Q: 3 clusters Score -63893.15 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -63896.511719 Penalty: 691.818542 Iteration 29Q: 3 clusters Score -63896.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -63900.636719 Penalty: 691.818542 Iteration 30Q: 3 clusters Score -63900.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -63904.917969 Penalty: 691.818542 Iteration 31Q: 3 clusters Score -63904.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -63907.621094 Penalty: 691.818542 Iteration 32Q: 3 clusters Score -63907.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -63908.789062 Penalty: 691.818542 Iteration 33Q: 3 clusters Score -63908.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -63910.906250 Penalty: 691.818542 Iteration 34Q: 3 clusters Score -63910.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -63911.187500 Penalty: 691.818542 Iteration 35Q: 3 clusters Score -63911.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -63911.378906 Penalty: 691.818542 Iteration 36Q: 3 clusters Score -63911.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -63911.378906 Penalty: 691.818542 Iteration 37F: 3 clusters Score -63911.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (7513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Entering Unmasked Estep Score: -275917.875000 Penalty: 406.059723 Iteration 0F: 2 clusters Score -275917.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -270946.937500 Penalty: 812.119446 Iteration 0F: 3 clusters Score -270946.9 nChanged 3455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -273106.718750 Penalty: 812.119446 Iteration 1F: 3 clusters Score -273106.7 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -273575.375000 Penalty: 812.119446 Iteration 2F: 3 clusters Score -273575.4 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -274052.468750 Penalty: 812.119446 Iteration 3F: 3 clusters Score -274052.5 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 4781 members Entering Unmasked Estep Score: -274362.906250 Penalty: 812.119446 Iteration 4F: 3 clusters Score -274362.9 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -274578.500000 Penalty: 812.119446 Iteration 5F: 3 clusters Score -274578.5 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 5131 members Entering Unmasked Estep Score: -274748.625000 Penalty: 812.119446 Iteration 6Q: 3 clusters Score -274748.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -274860.343750 Penalty: 812.119446 Iteration 7Q: 3 clusters Score -274860.3 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -274921.000000 Penalty: 812.119446 Iteration 8Q: 3 clusters Score -274921 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -274960.875000 Penalty: 812.119446 Iteration 9Q: 3 clusters Score -274960.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -275005.468750 Penalty: 812.119446 Iteration 10Q: 3 clusters Score -275005.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -275051.437500 Penalty: 812.119446 Iteration 11Q: 3 clusters Score -275051.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -275092.093750 Penalty: 812.119446 Iteration 12Q: 3 clusters Score -275092.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -275125.812500 Penalty: 812.119446 Iteration 13Q: 3 clusters Score -275125.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -275159.875000 Penalty: 812.119446 Iteration 14Q: 3 clusters Score -275159.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -275190.406250 Penalty: 812.119446 Iteration 15Q: 3 clusters Score -275190.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -275215.593750 Penalty: 812.119446 Iteration 16Q: 3 clusters Score -275215.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -275236.187500 Penalty: 812.119446 Iteration 17Q: 3 clusters Score -275236.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -275251.562500 Penalty: 812.119446 Iteration 18Q: 3 clusters Score -275251.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -275262.437500 Penalty: 812.119446 Iteration 19Q: 3 clusters Score -275262.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -275274.531250 Penalty: 812.119446 Iteration 20F: 3 clusters Score -275274.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -275287.875000 Penalty: 812.119446 Iteration 21Q: 3 clusters Score -275287.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -275304.625000 Penalty: 812.119446 Iteration 22Q: 3 clusters Score -275304.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -275322.937500 Penalty: 812.119446 Iteration 23Q: 3 clusters Score -275322.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -275342.500000 Penalty: 812.119446 Iteration 24Q: 3 clusters Score -275342.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -275366.312500 Penalty: 812.119446 Iteration 25Q: 3 clusters Score -275366.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 6593 members Entering Unmasked Estep Score: -275388.312500 Penalty: 812.119446 Iteration 26Q: 3 clusters Score -275388.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -275411.968750 Penalty: 812.119446 Iteration 27Q: 3 clusters Score -275412 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -275441.218750 Penalty: 812.119446 Iteration 28Q: 3 clusters Score -275441.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -275466.093750 Penalty: 812.119446 Iteration 29Q: 3 clusters Score -275466.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -275490.562500 Penalty: 812.119446 Iteration 30Q: 3 clusters Score -275490.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -275506.906250 Penalty: 812.119446 Iteration 31Q: 3 clusters Score -275506.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -275525.875000 Penalty: 812.119446 Iteration 32Q: 3 clusters Score -275525.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -275539.781250 Penalty: 812.119446 Iteration 33Q: 3 clusters Score -275539.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -275554.093750 Penalty: 812.119446 Iteration 34Q: 3 clusters Score -275554.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -275567.718750 Penalty: 812.119446 Iteration 35Q: 3 clusters Score -275567.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 7011 members Entering Unmasked Estep Score: -275577.437500 Penalty: 812.119446 Iteration 36Q: 3 clusters Score -275577.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -275586.312500 Penalty: 812.119446 Iteration 37Q: 3 clusters Score -275586.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -275593.000000 Penalty: 812.119446 Iteration 38Q: 3 clusters Score -275593 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -275598.156250 Penalty: 812.119446 Iteration 39Q: 3 clusters Score -275598.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7096 members Entering Unmasked Estep Score: -275602.562500 Penalty: 812.119446 Iteration 40F: 3 clusters Score -275602.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -275604.906250 Penalty: 812.119446 Iteration 41Q: 3 clusters Score -275604.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -275605.937500 Penalty: 812.119446 Iteration 42Q: 3 clusters Score -275605.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 7120 members Entering Unmasked Estep Score: -275607.281250 Penalty: 812.119446 Iteration 43Q: 3 clusters Score -275607.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -275610.468750 Penalty: 812.119446 Iteration 44Q: 3 clusters Score -275610.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -275613.562500 Penalty: 812.119446 Iteration 45Q: 3 clusters Score -275613.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -275616.000000 Penalty: 812.119446 Iteration 46Q: 3 clusters Score -275616 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -275620.156250 Penalty: 812.119446 Iteration 47Q: 3 clusters Score -275620.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 7158 members Entering Unmasked Estep Score: -275623.656250 Penalty: 812.119446 Iteration 48Q: 3 clusters Score -275623.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -275628.468750 Penalty: 812.119446 Iteration 49Q: 3 clusters Score -275628.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -275632.093750 Penalty: 812.119446 Iteration 50Q: 3 clusters Score -275632.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 7185 members Entering Unmasked Estep Score: -275635.468750 Penalty: 812.119446 Iteration 51Q: 3 clusters Score -275635.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -275636.468750 Penalty: 812.119446 Iteration 52Q: 3 clusters Score -275636.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -275637.250000 Penalty: 812.119446 Iteration 53Q: 3 clusters Score -275637.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -275639.093750 Penalty: 812.119446 Iteration 54Q: 3 clusters Score -275639.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 7204 members Entering Unmasked Estep Score: -275638.937500 Penalty: 812.119446 Iteration 55Q: 3 clusters Score -275638.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -275640.781250 Penalty: 812.119446 Iteration 56Q: 3 clusters Score -275640.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -275640.906250 Penalty: 812.119446 Iteration 57Q: 3 clusters Score -275640.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -275640.906250 Penalty: 812.119446 Iteration 58F: 3 clusters Score -275640.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Entering Unmasked Estep Score: -39243.566406 Penalty: 322.900818 Iteration 0F: 2 clusters Score -39243.57 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 618 members Entering Unmasked Estep Score: -38318.050781 Penalty: 645.801636 Iteration 0F: 3 clusters Score -38318.05 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -38656.304688 Penalty: 645.801636 Iteration 1F: 3 clusters Score -38656.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -38794.089844 Penalty: 645.801636 Iteration 2F: 3 clusters Score -38794.09 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -38884.542969 Penalty: 645.801636 Iteration 3F: 3 clusters Score -38884.54 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -38936.777344 Penalty: 645.801636 Iteration 4F: 3 clusters Score -38936.78 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -38957.003906 Penalty: 645.801636 Iteration 5Q: 3 clusters Score -38957 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -38972.273438 Penalty: 645.801636 Iteration 6Q: 3 clusters Score -38972.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -38978.605469 Penalty: 645.801636 Iteration 7Q: 3 clusters Score -38978.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -38986.875000 Penalty: 645.801636 Iteration 8Q: 3 clusters Score -38986.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -38992.585938 Penalty: 645.801636 Iteration 9Q: 3 clusters Score -38992.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -38997.757812 Penalty: 645.801636 Iteration 10Q: 3 clusters Score -38997.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -39000.007812 Penalty: 645.801636 Iteration 11Q: 3 clusters Score -39000.01 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -39002.289062 Penalty: 645.801636 Iteration 12Q: 3 clusters Score -39002.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -39008.343750 Penalty: 645.801636 Iteration 13Q: 3 clusters Score -39008.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -39013.589844 Penalty: 645.801636 Iteration 14Q: 3 clusters Score -39013.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -39019.183594 Penalty: 645.801636 Iteration 15Q: 3 clusters Score -39019.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -39023.257812 Penalty: 645.801636 Iteration 16Q: 3 clusters Score -39023.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -39024.953125 Penalty: 645.801636 Iteration 17Q: 3 clusters Score -39024.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -39025.511719 Penalty: 645.801636 Iteration 18Q: 3 clusters Score -39025.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -39026.085938 Penalty: 645.801636 Iteration 19Q: 3 clusters Score -39026.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -39026.085938 Penalty: 645.801636 Iteration 20F: 3 clusters Score -39026.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (2445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Entering Unmasked Estep Score: -72025.398438 Penalty: 354.981903 Iteration 0F: 2 clusters Score -72025.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -70305.648438 Penalty: 709.963806 Iteration 0F: 3 clusters Score -70305.65 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -71070.820312 Penalty: 709.963806 Iteration 1F: 3 clusters Score -71070.82 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -71271.062500 Penalty: 709.963806 Iteration 2F: 3 clusters Score -71271.06 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -71406.304688 Penalty: 709.963806 Iteration 3F: 3 clusters Score -71406.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -71539.898438 Penalty: 709.963806 Iteration 4F: 3 clusters Score -71539.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -71641.867188 Penalty: 709.963806 Iteration 5Q: 3 clusters Score -71641.87 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -71723.156250 Penalty: 709.963806 Iteration 6Q: 3 clusters Score -71723.16 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -71771.312500 Penalty: 709.963806 Iteration 7Q: 3 clusters Score -71771.31 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -71804.601562 Penalty: 709.963806 Iteration 8Q: 3 clusters Score -71804.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -71836.781250 Penalty: 709.963806 Iteration 9Q: 3 clusters Score -71836.78 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -71860.093750 Penalty: 709.963806 Iteration 10Q: 3 clusters Score -71860.09 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -71872.500000 Penalty: 709.963806 Iteration 11Q: 3 clusters Score -71872.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -71882.539062 Penalty: 709.963806 Iteration 12Q: 3 clusters Score -71882.54 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -71889.867188 Penalty: 709.963806 Iteration 13Q: 3 clusters Score -71889.87 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -71895.468750 Penalty: 709.963806 Iteration 14Q: 3 clusters Score -71895.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -71898.859375 Penalty: 709.963806 Iteration 15Q: 3 clusters Score -71898.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -71900.093750 Penalty: 709.963806 Iteration 16Q: 3 clusters Score -71900.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -71901.617188 Penalty: 709.963806 Iteration 17Q: 3 clusters Score -71901.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -71902.039062 Penalty: 709.963806 Iteration 18Q: 3 clusters Score -71902.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -71902.500000 Penalty: 709.963806 Iteration 19Q: 3 clusters Score -71902.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -71902.937500 Penalty: 709.963806 Iteration 20F: 3 clusters Score -71902.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -71903.375000 Penalty: 709.963806 Iteration 21Q: 3 clusters Score -71903.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -71903.578125 Penalty: 709.963806 Iteration 22Q: 3 clusters Score -71903.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -71903.578125 Penalty: 709.963806 Iteration 23F: 3 clusters Score -71903.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -20967.582031 Penalty: 291.362610 Iteration 0F: 2 clusters Score -20967.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -20408.640625 Penalty: 582.725220 Iteration 0F: 3 clusters Score -20408.64 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -20584.029297 Penalty: 582.725220 Iteration 1F: 3 clusters Score -20584.03 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -20631.291016 Penalty: 582.725220 Iteration 2F: 3 clusters Score -20631.29 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -20646.214844 Penalty: 582.725220 Iteration 3Q: 3 clusters Score -20646.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -20658.884766 Penalty: 582.725220 Iteration 4Q: 3 clusters Score -20658.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -20667.867188 Penalty: 582.725220 Iteration 5Q: 3 clusters Score -20667.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -20676.771484 Penalty: 582.725220 Iteration 6Q: 3 clusters Score -20676.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -20683.121094 Penalty: 582.725220 Iteration 7Q: 3 clusters Score -20683.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -20685.599609 Penalty: 582.725220 Iteration 8Q: 3 clusters Score -20685.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -20686.751953 Penalty: 582.725220 Iteration 9Q: 3 clusters Score -20686.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -20686.980469 Penalty: 582.725220 Iteration 10Q: 3 clusters Score -20686.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -20686.980469 Penalty: 582.725220 Iteration 11F: 3 clusters Score -20686.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Entering Unmasked Estep Score: -9620.577148 Penalty: 265.881287 Iteration 0F: 2 clusters Score -9620.577 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -9229.275391 Penalty: 531.762573 Iteration 0F: 3 clusters Score -9229.275 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -9321.802734 Penalty: 531.762573 Iteration 1F: 3 clusters Score -9321.803 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -9339.836914 Penalty: 531.762573 Iteration 2F: 3 clusters Score -9339.837 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -9347.447266 Penalty: 531.762573 Iteration 3Q: 3 clusters Score -9347.447 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -9352.662109 Penalty: 531.762573 Iteration 4Q: 3 clusters Score -9352.662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -9355.682617 Penalty: 531.762573 Iteration 5Q: 3 clusters Score -9355.683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -9359.044922 Penalty: 531.762573 Iteration 6Q: 3 clusters Score -9359.045 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -9360.877930 Penalty: 531.762573 Iteration 7Q: 3 clusters Score -9360.878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -9364.023438 Penalty: 531.762573 Iteration 8Q: 3 clusters Score -9364.023 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -9364.023438 Penalty: 531.762573 Iteration 9F: 3 clusters Score -9364.023 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -27274.636719 Penalty: 303.056152 Iteration 0F: 2 clusters Score -27274.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -26611.367188 Penalty: 606.112305 Iteration 0F: 3 clusters Score -26611.37 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -26759.062500 Penalty: 606.112305 Iteration 1F: 3 clusters Score -26759.06 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -26808.207031 Penalty: 606.112305 Iteration 2F: 3 clusters Score -26808.21 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -26851.894531 Penalty: 606.112305 Iteration 3F: 3 clusters Score -26851.89 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -26875.505859 Penalty: 606.112305 Iteration 4Q: 3 clusters Score -26875.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -26889.783203 Penalty: 606.112305 Iteration 5Q: 3 clusters Score -26889.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -26898.021484 Penalty: 606.112305 Iteration 6Q: 3 clusters Score -26898.02 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -26903.333984 Penalty: 606.112305 Iteration 7Q: 3 clusters Score -26903.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -26906.771484 Penalty: 606.112305 Iteration 8Q: 3 clusters Score -26906.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -26913.207031 Penalty: 606.112305 Iteration 9Q: 3 clusters Score -26913.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -26918.449219 Penalty: 606.112305 Iteration 10Q: 3 clusters Score -26918.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -26923.421875 Penalty: 606.112305 Iteration 11Q: 3 clusters Score -26923.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -26928.925781 Penalty: 606.112305 Iteration 12Q: 3 clusters Score -26928.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -26933.316406 Penalty: 606.112305 Iteration 13Q: 3 clusters Score -26933.32 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -26938.306641 Penalty: 606.112305 Iteration 14Q: 3 clusters Score -26938.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -26943.273438 Penalty: 606.112305 Iteration 15Q: 3 clusters Score -26943.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -26946.126953 Penalty: 606.112305 Iteration 16Q: 3 clusters Score -26946.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -26947.802734 Penalty: 606.112305 Iteration 17Q: 3 clusters Score -26947.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -26951.435547 Penalty: 606.112305 Iteration 18Q: 3 clusters Score -26951.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26956.398438 Penalty: 606.112305 Iteration 19Q: 3 clusters Score -26956.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -26965.363281 Penalty: 606.112305 Iteration 20F: 3 clusters Score -26965.36 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26974.572266 Penalty: 606.112305 Iteration 21Q: 3 clusters Score -26974.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26981.250000 Penalty: 606.112305 Iteration 22Q: 3 clusters Score -26981.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -26987.794922 Penalty: 606.112305 Iteration 23Q: 3 clusters Score -26987.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -26989.697266 Penalty: 606.112305 Iteration 24Q: 3 clusters Score -26989.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -26990.759766 Penalty: 606.112305 Iteration 25Q: 3 clusters Score -26990.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -26991.599609 Penalty: 606.112305 Iteration 26Q: 3 clusters Score -26991.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -26991.916016 Penalty: 606.112305 Iteration 27Q: 3 clusters Score -26991.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -26992.089844 Penalty: 606.112305 Iteration 28Q: 3 clusters Score -26992.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -26992.089844 Penalty: 606.112305 Iteration 29F: 3 clusters Score -26992.09 nChanged 0 21->28 Clusters: Score -4958629.000000, best is -4958974.000000 Main iterations: 397 (time per=741.717668ms) Total iterations: 10109 (time per=29.128689ms) Iterations metric 2: 19763380224.000000 (time per=14.899370ns) Iterations metric 3: 237161070592.000000 (time per=1241.611506ps) That took 294.461914 seconds.